Search results for Programming Machine Learning
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KDnuggets News, January 25: ChatGPT as a Python Programming Assistant • Python and Machine Learning to Predict Football Match Winners
ChatGPT as a Python Programming Assistant • How to Use Python and Machine Learning to Predict Football Match Winners • 20 Questions (with Answers) to Detect Fake Data Scientists: ChatGPT Edition, Part 1 • From Data Collection to Model Deployment: 6 Stages of a Data Science Project • 5 Free Data Science Books You Must Read in 2023https://www.kdnuggets.com/2023/n03.html
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Python: The programming language of machine learning
You can't avoid learning Python if you work on machine learning problems. You need to know what other people's code means and you need to convey your ideas to them too.https://www.kdnuggets.com/2022/06/mlm-python-programming-language-machine-learning.html
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Top September Stories: Free From MIT: Intro to Computer Science and Programming in Python; Best Online MS in AI, Analytics, Data Science, Machine Learning
Also: Introduction to Time Series Analysis in Python; Automating Every Aspect of Your Python Projecthttps://www.kdnuggets.com/2020/10/top-stories-2020-sep.html
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How Different are Conventional Programming and Machine Learning?
When I heard about Machine Learning I couldn't contain the amazement. I was not able to get my mind around the fact, that unlike normal software programs - which I was accustomed to - I wouldn't even have to teach a computer the "how" in detail about all the future scenarios up front.https://www.kdnuggets.com/2018/12/different-conventional-programming-machine-learning.html
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Master Data Science in a Year: The Ultimate Guide to Affordable, Self-Paced Learning
Ready to start a career in data science? Put your commitment hat on because I found 4 courses you need to become a master in a year!https://www.kdnuggets.com/master-data-science-in-a-year-the-ultimate-guide-to-affordable-self-paced-learning
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Exploring the Potential of Transfer Learning in Small Data Scenarios
This article has shown how transfer learning can be used to help you solve small data problems, while also highlighting the benefits of using it in other fields.https://www.kdnuggets.com/exploring-the-potential-of-transfer-learning-in-small-data-scenarios
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Data Science and the Go Programming Language
Northwestern’s School of Professional Studies uses Go in Its Master of Science in Data Science Program.https://www.kdnuggets.com/2024/03/nwu-data-science-go-programming-language
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25 Free Books to Master SQL, Python, Data Science, Machine Learning, and Natural Language Processing
Discover a collection of best books to start your data career or master a new skill, all for free!https://www.kdnuggets.com/25-free-books-to-master-sql-python-data-science-machine-learning-and-natural-language-processing
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25 Free Courses to Master Data Science, Data Engineering, Machine Learning, MLOps, and Generative AI
Discover a collection of top courses to launch your dream career or master a new skill, all for free!https://www.kdnuggets.com/25-free-courses-to-master-data-science-data-engineering-machine-learning-mlops-and-generative-ai
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10 GitHub Repositories to Master Machine Learning
The blog covers machine learning courses, bootcamps, books, tools, interview questions, cheat sheets, MLOps platforms, and more to master ML and secure your dream job.https://www.kdnuggets.com/10-github-repositories-to-master-machine-learning
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5 Free Courses to Master Machine Learning
Are you excited to learn about and build machine learning models? Start learning today with these free machine learning courses.https://www.kdnuggets.com/5-free-courses-to-master-machine-learning
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Tackle computer science problems using both fundamental and modern algorithms in machine learning
Master algorithms, including deep learning like LSTMs, GRUs, RNNs, and Generative AI & LLMs such as ChatGPT, with Packt's 50 Algorithms Every Programmer Should Know.https://www.kdnuggets.com/2023/11/packt-tackle-computer-science-problems-fundamental-modern-algorithms-machine-learning
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Back to Basics Week 3: Introduction to Machine Learning
Welcome back to Week 3 of KDnuggets’ "Back to Basics" series. This week, we will be diving into the world of machine learning.https://www.kdnuggets.com/back-to-basics-week-3-introduction-to-machine-learning
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Back to Basics Week 1: Python Programming & Data Science Foundations
Cultivate your data science expertise with KDnuggets' Back to Basics pathway, which includes Python, data manipulation, and visualization.https://www.kdnuggets.com/back-to-basics-week-1-python-programming-data-science-foundations
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5 Free Books to Master Machine Learning
Machine Learning is one of the most exciting fields in computer science today. In this article, we will take a look at the five best yet free books to learn machine learning in 2023.https://www.kdnuggets.com/5-free-books-to-master-machine-learning
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Rust Burn Library for Deep Learning
A new deep learning framework built entirely in Rust that aims to balance flexibility, performance, and ease of use for researchers, ML engineers, and developers.https://www.kdnuggets.com/rust-burn-library-for-deep-learning
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Deploying Your Machine Learning Model to Production in the Cloud
Learn a simple way to have a live model hosted on AWS.https://www.kdnuggets.com/deploying-your-ml-model-to-production-in-the-cloud
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Unveiling Unsupervised Learning
Explore the unsupervised learning paradigm. Familiarize yourself with the key concepts, techniques, and popular unsupervised learning algorithms.https://www.kdnuggets.com/unveiling-unsupervised-learning
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LangChain + Streamlit + Llama: Bringing Conversational AI to Your Local Machine
Integrating Open Source LLMs and LangChain for Free Generative Question Answering (No API Key required).https://www.kdnuggets.com/2023/08/langchain-streamlit-llama-bringing-conversational-ai-local-machine.html
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Introduction to Statistical Learning, Python Edition: Free Book
The highly anticipated Python edition of Introduction to Statistical Learning is here. And you can read it for free! Here’s everything you need to know about the book.https://www.kdnuggets.com/2023/07/introduction-statistical-learning-python-edition-free-book.html
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8 Programming Languages For Data Science to Learn in 2023
Are you interested in Data Science? This blog will help you kickstart or advance your data science career. You'll learn about the most popular programming languages data scientists use to clean, analyze, visualize, and model data.https://www.kdnuggets.com/2023/07/8-programming-languages-data-science-learn-2023.html
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A Gentle Introduction to Support Vector Machines
A guide to understanding support vector machines for classification: from theory to scikit-learn implementation.https://www.kdnuggets.com/2023/07/gentle-introduction-support-vector-machines.html
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Reinforcement Learning: Teaching Computers to Make Optimal Decisions
Reinforcement learning basics to get your feet wet. Learn the components and key concepts in the reinforcement learning framework: from agents and rewards to value functions, policy, and more.https://www.kdnuggets.com/2023/07/reinforcement-learning-teaching-computers-make-optimal-decisions.html
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The Importance of Reproducibility in Machine Learning
And how approaches to better data management, version control, and experiment tracking can help build reproducible ML pipelines.https://www.kdnuggets.com/2023/06/importance-reproducibility-machine-learning.html
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A Comparison of Machine Learning Algorithms in Python and R
This list of the most commonly used machine learning algorithms in Python and R is intended to help novice engineers and enthusiasts get familiar with the most commonly used algorithms.https://www.kdnuggets.com/2023/06/machine-learning-algorithms-python-r.html
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KDnuggets Top Posts for May 2023: Mojo Lang: The New Programming Language
Mojo Lang: The New Programming Language • Pandas AI: The Generative AI Python Library • Machine Learning with ChatGPT Cheat Sheet • Stop Doing this on ChatGPT and Get Ahead of the 99% of its Users • Bard for Data Science Cheat Sheet • Free ChatGPT Course: Use The OpenAI API to Code 5 Projects • Top 10 Tools for Detecting ChatGPT, GPT-4, Bard, and other LLMs • HuggingChat Python API: Your No-Cost Alternativehttps://www.kdnuggets.com/2023/06/top-posts-may-2023.html
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KDnuggets News, June 7: ChatGPT for Data Science Interview Cheatsheets • Programming Languages for Specific Data Roles
ChatGPT for Data Science Interview Cheatsheets • Programming Languages for Specific Data Roles • 10 Jupyter Notebook Tips and Tricks for Data Scientists • Revolutionizing Data Analysis with PandasGUI • OpenAI’s Whisper API for Transcription and Translationhttps://www.kdnuggets.com/2023/n21.html
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Programming Languages for Specific Data Roles
What programming language do you need for a specific data role?https://www.kdnuggets.com/2023/06/programming-languages-specific-data-roles.html
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KDnuggets News, May 17: Mojo Lang: The New Programming Language • Pandas AI: The Generative AI Python Library
Mojo Lang: The New Programming Language • Pandas AI: The Generative AI Python Library • Data Scientist’s Guide to Cognitive Biases: A Free eBook • 8 Free AI and LLMs Playgrounds • Practical Statistics for Data Scientistshttps://www.kdnuggets.com/2023/n18.html
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Top Posts May 8-14: Mojo Lang: The New Programming Language
Mojo Lang: The New Programming Language • Stop Doing this on ChatGPT and Get Ahead of the 99% of its Users • 3 Ways to Access GPT-4 for Free • 8 Open-Source Alternative to ChatGPT and Bard • Exploratory Data Analysis Techniques for Unstructured Datahttps://www.kdnuggets.com/2023/05/top-posts-week-0508-0514.html
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Machine Learning with ChatGPT Cheat Sheet
Have you thought of using ChatGPT to help augment your machine learning tasks? Check out our latest cheat sheet to find out how.https://www.kdnuggets.com/2023/05/machine-learning-chatgpt-cheat-sheet.html
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Automated Machine Learning with Python: A Case Study
How to Automate the Complete Lifecycle of a Data Science Project using AutoML tools, which reduces the programming effort for implementation with H2O.ai.https://www.kdnuggets.com/2023/04/automated-machine-learning-python-case-study.html
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DataLang: A New Programming Language for Data Scientists… Created by ChatGPT?
I recently tasked ChatGPT-4's to come up with a new programming language appropriate for data scientists in their day to day tasks. Let's look at the results, and the process of getting there.https://www.kdnuggets.com/2023/04/datalang-new-programming-language-data-scientists-chatgpt.html
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Free eBook: 10 Practical Python Programming Tricks
Check out this free ebook of tip and tricks for getting ahead with your Python programming skills.https://www.kdnuggets.com/2023/04/free-ebook-10-practical-python-programming-tricks.html
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Announcing PyCaret 3.0: Open-source, Low-code Machine Learning in Python
Exploring the Latest Enhancements and Features of PyCaret 3.0.https://www.kdnuggets.com/2023/03/announcing-pycaret-30-opensource-lowcode-machine-learning-python.html
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5 Machine Learning Skills Every Machine Learning Engineer Should Know in 2023
Most essential skills are programming, data preparation, statistical analysis, deep learning, and natural language processing.https://www.kdnuggets.com/2023/03/5-machine-learning-skills-every-machine-learning-engineer-know-2023.html
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Top 15 YouTube Channels to Level Up Your Machine Learning Skills
Machine learning is the key driver of innovation and progress but finding the right resources to learn can be a tiring process. Save time searching aimlessly, and take advantage of our curated list of the top 15 YouTube channels to jumpstart your journey.https://www.kdnuggets.com/2023/03/top-15-youtube-channels-level-machine-learning-skills.html
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Automated Machine Learning with Python: A Comparison of Different Approaches
These four automated machine learning tools will help you build ML models quickly for your Data Science projects.https://www.kdnuggets.com/2023/03/automated-machine-learning-python-comparison-different-approaches.html
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Learning Python in Four Weeks: A Roadmap
Here is a roadmap for learning Python in four weeks, a combination of curated resources and ChatGPT prompts to master the language.https://www.kdnuggets.com/2023/02/learning-python-four-weeks-roadmap.html
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Linear Programming 101 for Data Scientists
This post provides an overview of topics in linear programming, history, and recent advances, software packages, common problem specifications, and a case study using Toronto shelters data and the PuLP software package.https://www.kdnuggets.com/2023/02/linear-programming-101-data-scientists.html
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Learning How to Use ChatGPT to Learn Python (or anything else)
Let's learn how ChatGPT can help us learn about Python... or really anything at all.https://www.kdnuggets.com/2023/02/learn-python-chatgpt.html
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10 Free Machine Learning Courses from Top Universities
Learn the basics of machine learning, including classification, SVM, decision tree learning, neural networks, convolutional, neural networks, boosting, and K nearest neighbors.https://www.kdnuggets.com/2023/02/10-free-machine-learning-courses-top-universities.html
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Learn Machine Learning From These GitHub Repositories
Kickstart your Machine Learning career with these curated GitHub repositories.https://www.kdnuggets.com/2023/01/learn-machine-learning-github-repositories.html
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Genetic Programming in Python: The Knapsack Problem
This article explores the knapsack problem. We will discuss why it is difficult to solve traditionally and how genetic programming can help find a "good enough" solution. We will then look at a Python implementation of this solution to test out for ourselves.https://www.kdnuggets.com/2023/01/knapsack-problem-genetic-programming-python.html
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7 Best Libraries for Machine Learning Explained
Learn about machine learning libraries for building and deploying machine learning models.https://www.kdnuggets.com/2023/01/7-best-libraries-machine-learning-explained.html
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ChatGPT as a Python Programming Assistant
Is ChatGPT useful for Python programmers, specifically those of us who use Python for data processing, data cleaning, and building machine learning models? Let's give it a try and find out.https://www.kdnuggets.com/2023/01/chatgpt-python-programming-assistant.html
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How to Use Python and Machine Learning to Predict Football Match Winners
We will be learning web scraping and training supervised machine-learning algorithms to predict winning teams.https://www.kdnuggets.com/2023/01/python-machine-learning-predict-football-match-winners.html
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Free Data Management with Data Science Learning with CS639
Learn Data Management with Data Science for FREE with CS639.https://www.kdnuggets.com/2023/01/free-data-management-data-science-learning-cs639.html
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Top 38 Python Libraries for Data Science, Data Visualization & Machine Learning
This article compiles the 38 top Python libraries for data science, data visualization & machine learning, as best determined by KDnuggets staff.https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
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KDnuggets News, December 14: 3 Free Machine Learning Courses for Beginners • The Complete Machine Learning Study Roadmap
3 Free Machine Learning Courses for Beginners • The Complete Machine Learning Study Roadmap • Five Ways to do Conditional Filtering in Pandas • What Are Moment-Generating Functions? • The 5 Rules For Good Data Science Project Documentationhttps://www.kdnuggets.com/2022/n48.html
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Free Intermediate Python Programming Crash Course
Master the basics of python with this free crash course.https://www.kdnuggets.com/2022/12/free-intermediate-python-programming-crash-course.html
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3 Free Machine Learning Courses for Beginners
Begin your machine learning career with free courses by Georgia Tech, Stanford, and Fast AI.https://www.kdnuggets.com/2022/12/3-free-machine-learning-courses-beginners.html
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Black Friday Deal – Master Machine Learning for Less with DataCamp
Secure major savings on DataCamp’s Black Friday deal and Cyber Monday deal!https://www.kdnuggets.com/2022/11/datacamp-black-friday-deal-master-machine-learning-less-datacamp.html
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What Google Recommends You do Before Taking Their Machine Learning or Data Science Course
First steps to learning data science & machine learning are the foundations.https://www.kdnuggets.com/2021/10/google-recommends-before-machine-learning-data-science-course.html
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15 Free Machine Learning and Deep Learning Books
Check out this list of 15 FREE ebooks for learning machine learning and deep learning.https://www.kdnuggets.com/2022/10/15-free-machine-learning-deep-learning-books.html
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Top 10 MLOps Tools to Optimize & Manage Machine Learning Lifecycle
As more businesses experiment with data, they realize that developing a machine learning (ML) model is only one of many steps in the ML lifecycle.https://www.kdnuggets.com/2022/10/top-10-mlops-tools-optimize-manage-machine-learning-lifecycle.html
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7 Steps to Mastering Machine Learning with Python in 2022
Are you trying to teach yourself machine learning from scratch, but aren’t sure where to start? I will attempt to condense all the resources I’ve used over the years into 7 steps that you can follow to teach yourself machine learning.https://www.kdnuggets.com/2022/02/7-steps-mastering-machine-learning-python.html
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Top Posts September 19-25: 7 Machine Learning Portfolio Projects to Boost the Resume
7 Machine Learning Portfolio Projects to Boost the Resume • How to Select Rows and Columns in Pandas Using [ ], .loc, iloc, .at and .iat • Decision Tree Algorithm, Explained • Free SQL and Database Course • 5 Tricky SQL Queries Solvedhttps://www.kdnuggets.com/2022/09/top-posts-week-0919-0925.html
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Everything You’ve Ever Wanted to Know About Machine Learning
Putting the fun in fundamentals! A collection of short videos to amuse beginners and experts alike.https://www.kdnuggets.com/2022/09/everything-youve-ever-wanted-to-know-about-machine-learning.html
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Machine Learning Algorithms – What, Why, and How?
This post explains why and when you need machine learning and concludes by listing the key considerations for choosing the correct machine learning algorithm.https://www.kdnuggets.com/2022/09/machine-learning-algorithms.html
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Machine Learning Metadata Store
In this article, we will learn about metadata stores, the need for them, their components, and metadata store management.https://www.kdnuggets.com/2022/08/machine-learning-metadata-store.html
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Machine Learning in the Enterprise: Use Cases & Challenges
This article provides insights into how leading data scientists are embracing machine learning in their organizations and covers some of the major ML challenges and trends in the enterprise.https://www.kdnuggets.com/2022/08/dss-machine-learning-enterprise-cases-challenges.html
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Machine Learning Over Encrypted Data
This blog outlines a solution to the Kaggle Titanic challenge that employs Privacy-Preserving Machine Learning (PPML) using the Concrete-ML open-source toolkit.https://www.kdnuggets.com/2022/08/machine-learning-encrypted-data.html
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6 Ways Businesses Can Benefit From Machine Learning
Machine learning is gaining popularity rapidly in the business world. Discover the ways that your business can benefit from machine learning.https://www.kdnuggets.com/2022/08/6-ways-businesses-benefit-machine-learning.html
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Best Instagram Accounts to Follow for Data Science, Machine Learning & AI
I have put this blog together to help you figure out what Instagram accounts you should follow to get the best Data Science, Machine Learning, and Artificial Intelligence content.https://www.kdnuggets.com/2022/08/best-instagram-accounts-follow-data-science-machine-learning-ai.html
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Why You Need To Learn More Than One Programming Language!
Will your skills get outdated if you survive on one programming language for your career? Read on to find out.https://www.kdnuggets.com/2022/06/need-learn-one-programming-language.html
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Python For Machine Learning: eBook Review
The guide to writing production-ready Python code for machine learning projects.https://www.kdnuggets.com/2022/06/python-machine-learning-ebook-review.html
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Publications on Data Science, Machine Learning, AI & Analytics
Featured Publications The Machine Learning Mastery EBook Catalog Machine Learning Mastery Frustrated with one-off articles and too much math? Take the Next Step and Read more »https://www.kdnuggets.com/publication/index.html
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A Beginner’s Guide to Q Learning
Learn the basics of Q-learning in this article, a model-free reinforcement learning algorithm.https://www.kdnuggets.com/2022/06/beginner-guide-q-learning.html
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How to Become a Machine Learning Engineer
A machine learning engineer is a programmer proficient in building and designing software to automate predictive models. They have a deeper focus on computer science, compared to data scientists.https://www.kdnuggets.com/2022/05/become-machine-learning-engineer.html
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Data Science, Statistics and Machine Learning Dictionary
Check out this curated list of the most used data science terminology and get a leg up on your learning.https://www.kdnuggets.com/2022/05/data-science-statistics-machine-learning-dictionary.html
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The 6 Python Machine Learning Tools Every Data Scientist Should Know About
Let's look at six must-have tools every data scientist should use.https://www.kdnuggets.com/2022/05/6-python-machine-learning-tools-every-data-scientist-know.html
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HuggingFace Has Launched a Free Deep Reinforcement Learning Course
Hugging Face has released a free course on Deep RL. It is self-paced and shares a lot of pointers on theory, tutorials, and hands-on guides.https://www.kdnuggets.com/2022/05/huggingface-launched-free-deep-reinforcement-learning-course.html
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5 Free Hosting Platform For Machine Learning Applications
Learn about the free and easy-to-deploy hosting platform for your machine learning projects.https://www.kdnuggets.com/2022/05/5-free-hosting-platform-machine-learning-applications.html
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Top YouTube Channels for Learning Data Science
YouTube has become an important element in people's self-development and increase of knowledge. Check out this list of YouTube channels that offer Data Science learning.https://www.kdnuggets.com/2022/04/top-youtube-channels-learning-data-science.html
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Machine Learning Pipeline Optimization with TPOT
Let's revisit the automated machine learning project TPOT, and get back up to speed on using open source AutoML tools on our way to building a fully-automated prediction pipeline.https://www.kdnuggets.com/2021/05/machine-learning-pipeline-optimization-tpot.html
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KDnuggets News March 30: The Most Popular Intro to Programming Course From Harvard is Free!; Top 13 Skills That Every Data Scientist Should Have
The Most Popular Intro to Programming Course From Harvard is Free!; Top 13 Skills That Every Data Scientist Should Have; Junior vs Senior Data Scientist Salary: What’s the Difference?; MLOps Is a Mess But That's to be Expected; Data Science at the Command Line: The Free eBookhttps://www.kdnuggets.com/2022/n13.html
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Machine Learning Textbook: Stochastic Processes and Simulations
The 100 page book on stochastic processes. Published in 2022. This off-the-beaten-path machine learning tutorial is designed for busy professionals, researchers and students eager to learn and apply methods ranging from simple to advanced, in a minimum amount of time. Offered with data sets, source code, videos, spreadsheets and solved exercises.https://www.kdnuggets.com/2022/03/datashaping-machine-learning-textbook-stochastic-processes-simulations.html
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DIY Automated Machine Learning with Streamlit
In this article, we will create an automated machine learning web app you can actually use.https://www.kdnuggets.com/2021/11/diy-automated-machine-learning-app.html
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How to Create a Dataset for Machine Learning
Datasets - properly curated and labeled - remain a scarce resource. What can be done about this?https://www.kdnuggets.com/2022/02/create-dataset-machine-learning.html
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How to Learn Math for Machine Learning
So how much math do you need to know in order to work in the data science industry? The answer: Not as much as you think.https://www.kdnuggets.com/2022/02/learn-math-machine-learning.html
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KDnuggets™ News 22:n06, Feb 9: Data Science Programming Languages and When To Use Them; Complete Collection of Data Science Cheat Sheets
Data Science Programming Languages and When To Use Them; The Complete Collection of Data Science Cheat Sheets – Part 1; Build a Web Scraper with Python in 5 Minutes; 8 Best Data Science Courses to Enroll in 2022 For Steep Career Advancement; Classifying Long Text Documents Using BERThttps://www.kdnuggets.com/2022/n06.html
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Data Science Programming Languages and When To Use Them
Read this guide through the most common data science programming languages and when to use them in data science.https://www.kdnuggets.com/2022/02/data-science-programming-languages.html
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KDnuggets™ News 22:n04, Jan 26: The High Paying Side Hustles for Data Scientists; Top Programming Languages and Their Uses
The High Paying Side Hustles for Data Scientists; Top Programming Languages and Their Uses; Artificial Intelligence Project Ideas for 2022; The Best Python Courses: An Analysis Summary; Top Stories, Jan 17-23: The High Paying Side Hustles for Data Scientistshttps://www.kdnuggets.com/2022/n04.html
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Learn Machine Learning 4X Faster by Participating in Competitions
Participating in competitions has taught me everything about machine learning and how It can help you learn multiple domains faster than online courses.https://www.kdnuggets.com/2022/01/learn-machine-learning-4x-faster-participating-competitions.html
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Top Programming Languages and Their Uses
The landscape of programming languages is rich and expanding, which can make it tricky to focus on just one or another for your career. We highlight some of the most popular languages that are modern, widely used, and come with loads of packages or libraries that will help you be more productive and efficient in your work.https://www.kdnuggets.com/2021/05/top-programming-languages.html
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The Best Learning Resources for Data Science in 2022
Unclutter your space and learn about the best books, free tutorials, courses, platforms, and certifications to start your data science journey.https://www.kdnuggets.com/2022/01/best-learning-resources-data-science-2022.html
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A Full End-to-End Deployment of a Machine Learning Algorithm into a Live Production Environment
How to use scikit-learn, pickle, Flask, Microsoft Azure and ipywidgets to fully deploy a Python machine learning algorithm into a live, production environment.https://www.kdnuggets.com/2021/12/deployment-machine-learning-algorithm-live-production-environment.html
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Why are More Developers Using Python for Their Machine Learning Projects?
To support the creation of new and exciting ML and artificial intelligence (AI) applications, developers need a robust programming language. That's where the Python programming language comes in.https://www.kdnuggets.com/2022/01/developers-python-machine-learning-projects.html
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What Makes Python An Ideal Programming Language For Startups">What Makes Python An Ideal Programming Language For Startups
In this blog, we will discuss what makes Python so popular, its features, and why you should consider Python as a programming language for your startup.https://www.kdnuggets.com/2021/12/makes-python-ideal-programming-language-startups.html
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Data Labeling for Machine Learning: Market Overview, Approaches, and Tools
So much of data science and machine learning is founded on having clean and well-understood data sources that it is unsurprising that the data labeling market is growing faster than ever. Here, we highlight many of the top players in this industry and the techniques they use to help you consider which might make a good partner for your needs.https://www.kdnuggets.com/2021/12/data-labeling-ml-overview-and-tools.html
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Stop Learning Data Science to Find Purpose and Find Purpose to Learn Data Science">Stop Learning Data Science to Find Purpose and Find Purpose to Learn Data Science
How I flipped the educational model to become a more effective data scientist.https://www.kdnuggets.com/2021/12/stop-learning-data-science-find-purpose.html
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A Beginner’s Guide to End to End Machine Learning
Learn to train, tune, deploy and monitor machine learning models.https://www.kdnuggets.com/2021/12/beginner-guide-end-end-machine-learning.html
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Building Massively Scalable Machine Learning Pipelines with Microsoft Synapse ML
The new platform provides a single API to abstract dozens of ML frameworks and databases.https://www.kdnuggets.com/2021/11/building-massively-scalable-machine-learning-pipelines-microsoft-synapse-ml.html
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Why Machine Learning Engineers are Replacing Data Scientists">Why Machine Learning Engineers are Replacing Data Scientists
The hiring run for data scientists continues along at a strong clip around the world. But, there are other emerging roles that are demonstrating key value to organizations that you should consider based on your existing or desired skill sets.https://www.kdnuggets.com/2021/11/why-machine-learning-engineers-are-replacing-data-scientists.html
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3 Differences Between Coding in Data Science and Machine Learning
The terms ‘data science’ and ‘machine learning’ are often used interchangeably. But while they are related, there are some glaring differences, so let’s take a look at the differences between the two disciplines, specifically as it relates to programming.https://www.kdnuggets.com/2021/11/3-differences-coding-data-science-machine-learning.html
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Anecdotes from 11 Role Models in Machine Learning
The skills needed to create good data are also the skills needed for good leadership.https://www.kdnuggets.com/2021/11/anecdotes-11-role-models-machine-learning.html
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Deploying Your First Machine Learning API">Deploying Your First Machine Learning API
Effortless way to develop and deploy your machine learning API using FastAPI and Deta.https://www.kdnuggets.com/2021/10/deploying-first-machine-learning-api.html
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The 20 Python Packages You Need For Machine Learning and Data Science">The 20 Python Packages You Need For Machine Learning and Data Science
Do you do Python? Do you do data science and machine learning? Then, you need to do these crucial Python libraries that enable nearly all you will want to do.https://www.kdnuggets.com/2021/10/20-python-packages.html
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Here’s Why You Need Python Skills as a Machine Learning Engineer">Here’s Why You Need Python Skills as a Machine Learning Engineer
If you want to learn how to apply Python programming skills in the context of AI applications, the UC San Diego Extension Machine Learning Engineering Bootcamp can help. Read on to find out more about how machine learning engineers use Python, and why the language dominates today’s machine learning landscape.https://www.kdnuggets.com/2021/10/bootcamp-python-skills-machine-learning-engineer.html
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A Breakdown of Deep Learning Frameworks
Deep Learning continues to evolve as one of the most powerful techniques in the AI toolbox. Many software packages exist today to support the development of models, and we highlight important options available with key qualities and differentiators to help you select the most appropriate for your needs.https://www.kdnuggets.com/2021/09/a-breakdown-deep-learning-frameworks.html
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GitHub Copilot and the Rise of AI Language Models in Programming Automation
Read on to learn more about what makes Copilot different from previous autocomplete tools (including TabNine), and why this particular tool has been generating so much controversy.https://www.kdnuggets.com/2021/09/github-copilot-rise-ai-language-models-programming-automation.html
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Introduction to Automated Machine Learning
AutoML enables developers with limited ML expertise (and coding experience) to train high-quality models specific to their business needs. For this article, we will focus on AutoML systems which cater to everyday business and technology applications.https://www.kdnuggets.com/2021/09/introduction-automated-machine-learning.html
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Top 18 Low-Code and No-Code Machine Learning Platforms">Top 18 Low-Code and No-Code Machine Learning Platforms
Machine learning becomes more accessible to companies and individuals when there is less coding involved. Especially if you are just starting your path in ML, then check out these low-code and no-code platforms to help expedite your capabilities in learning and applying AI.https://www.kdnuggets.com/2021/09/top-18-low-code-no-code-machine-learning-platforms.html
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How Machine Learning Leverages Linear Algebra to Solve Data Problems
Why you should learn the fundamentals of linear algebra.https://www.kdnuggets.com/2021/09/machine-learning-leverages-linear-algebra-solve-data-problems.html
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Learning Data Science and Machine Learning: First Steps After The Roadmap">Learning Data Science and Machine Learning: First Steps After The Roadmap
Just getting into learning data science may seem as daunting as (if not more than) trying to land your first job in the field. With so many options and resources online and in traditional academia to consider, these pre-requisites and pre-work are recommended before diving deep into data science and AI/ML.https://www.kdnuggets.com/2021/08/learn-data-science-machine-learning.html
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Introduction to Statistical Learning Second Edition
The second edition of the classic "An Introduction to Statistical Learning, with Applications in R" was published very recently, and is now freely-available via PDF on the book's website.https://www.kdnuggets.com/2021/08/introduction-statistical-learning-v2.html
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MLOps And Machine Learning Roadmap
A 16–20 week roadmap to review machine learning and learn MLOps.https://www.kdnuggets.com/2021/08/mlops-machine-learning-roadmap.html
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30 Most Asked Machine Learning Questions Answered
There is always a lot to learn in machine learning. Whether you are new to the field or a seasoned practitioner and ready for a refresher, understanding these key concepts will keep your skills honed in the right direction.https://www.kdnuggets.com/2021/08/30-machine-learning-questions-answered.html
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GPU-Powered Data Science (NOT Deep Learning) with RAPIDS">GPU-Powered Data Science (NOT Deep Learning) with RAPIDS
How to utilize the power of your GPU for regular data science and machine learning even if you do not do a lot of deep learning work.https://www.kdnuggets.com/2021/08/gpu-powered-data-science-deep-learning-rapids.html
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10 Machine Learning Model Training Mistakes
These common ML model training mistakes are easy to overlook but costly to redeem.https://www.kdnuggets.com/2021/07/10-machine-learning-model-training-mistakes.html
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Not Only for Deep Learning: How GPUs Accelerate Data Science & Data Analytics">Not Only for Deep Learning: How GPUs Accelerate Data Science & Data Analytics
Modern AI/ML systems’ success has been critically dependent on their ability to process massive amounts of raw data in a parallel fashion using task-optimized hardware. Can we leverage the power of GPU and distributed computing for regular data processing jobs too?https://www.kdnuggets.com/2021/07/deep-learning-gpu-accelerate-data-science-data-analytics.html
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Design patterns in machine learning">Design patterns in machine learning
Can we abstract best practices to real design patterns yet?https://www.kdnuggets.com/2021/07/design-patterns-machine-learning.html
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Advice for Learning Data Science from Google’s Director of Research">Advice for Learning Data Science from Google’s Director of Research
Surfing the professional career wave in data science is a hot prospect for many looking to get their start in the world. The digital revolution continues to create many exciting new opportunities. But, jumping in too fast without fully establishing your foundational skills can be detrimental to your success, as is suggested by this advice for data science newbies from Peter Norvig, the Director of Research at Google.https://www.kdnuggets.com/2021/07/google-advice-learning-data-science.html
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Pushing No-Code Machine Learning to the Edge
Discover the power of no-code machine learning, and what it can accomplish when pushed to edge devices.https://www.kdnuggets.com/2021/07/pushing-no-code-machine-learning-edge.html
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7 Open Source Libraries for Deep Learning Graphs
In this article we’ll go through 7 up-and-coming open source libraries for graph deep learning, ranked in order of increasing popularity.https://www.kdnuggets.com/2021/07/7-open-source-libraries-deep-learning-graphs.html
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A Learning Path To Becoming a Data Scientist">A Learning Path To Becoming a Data Scientist
Becoming a professional data scientist may not be as easy as "1... 2... 3...", but these 10 steps can be your self-learning roadmap to kickstarting your future in the exciting and ever-expanding field of data science.https://www.kdnuggets.com/2021/07/learning-path-data-scientist.html
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Write and train your own custom machine learning models using PyCaret
A step-by-step, beginner-friendly tutorial on how to write and train custom machine learning models in PyCaret.https://www.kdnuggets.com/2021/05/pycaret-write-train-custom-machine-learning-models.html
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Getting Started with Reinforcement Learning
Demystifying some of the main concepts and terminologies associated with Reinforcement Learning and their association with other fields of AI.https://www.kdnuggets.com/2021/04/getting-started-reinforcement-learning.html
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Top YouTube Machine Learning Channels
These are the top 15 YouTube channels for machine learning as determined by our stated criteria, along with some additional data on the channels to help you decide if they may have some content useful for you.https://www.kdnuggets.com/2021/03/top-youtube-machine-learning-channels.html
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The Best Machine Learning Frameworks & Extensions for Scikit-learn">The Best Machine Learning Frameworks & Extensions for Scikit-learn
Learn how to use a selection of packages to extend the functionality of Scikit-learn estimators.https://www.kdnuggets.com/2021/03/best-machine-learning-frameworks-extensions-scikit-learn.html
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10 Amazing Machine Learning Projects of 2020">10 Amazing Machine Learning Projects of 2020
So much progress in AI and machine learning happened in 2020, especially in the areas of AI-generating creativity and low-to-no-code frameworks. Check out these trending and popular machine learning projects released last year, and let them inspire your work throughout 2021.https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html
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Data Science Learning Roadmap for 2021">Data Science Learning Roadmap for 2021
Venturing into the world of Data Science is an exciting, interesting, and rewarding path to consider. There is a great deal to master, and this self-learning recommendation plan will guide you toward establishing a solid understanding of all that is foundational to data science as well as a solid portfolio to showcase your developed expertise.https://www.kdnuggets.com/2021/02/data-science-learning-roadmap-2021.html
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Machine Learning Systems Design: A Free Stanford Course">Machine Learning Systems Design: A Free Stanford Course
This freely-available course from Stanford should give you a toolkit for designing machine learning systems.https://www.kdnuggets.com/2021/02/machine-learning-systems-design-free-stanford-course.html
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Approaching (Almost) Any Machine Learning Problem">Approaching (Almost) Any Machine Learning Problem
This freely-available book is a fantastic walkthrough of practical approaches to machine learning problems.https://www.kdnuggets.com/2021/02/approaching-almost-any-machine-learning-problem.html
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Machine learning adversarial attacks are a ticking time bomb
Software developers and cyber security experts have long fought the good fight against vulnerabilities in code to defend against hackers. A new, subtle approach to maliciously targeting machine learning models has been a recent hot topic in research, but its statistical nature makes it difficult to find and patch these so-called adversarial attacks. Such threats in the real-world are becoming imminent as the adoption of machine learning spreads, and a systematic defense must be implemented.https://www.kdnuggets.com/2021/01/machine-learning-adversarial-attacks.html
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Want to Be a Data Scientist? Don’t Start With Machine Learning">Want to Be a Data Scientist? Don’t Start With Machine Learning
Machine learning may appear like the go-to topic to start learning for the aspiring data scientist. But. thinking these techniques are the key aspects of the role is the biggest misconception. So much more goes into becoming a successful data scientist, and machine learning is only one component of broader skills around processing, managing, and understanding the science behind the data.https://www.kdnuggets.com/2021/01/data-scientist-dont-start-machine-learning.html
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My Data Science Learning Journey So Far">My Data Science Learning Journey So Far
These are some obstacles the author faced in their data science learning journey in the past year, including how much time it took to overcome each obstacle and what it has taught the author.https://www.kdnuggets.com/2021/01/data-science-learning-journey.html
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15 Free Data Science, Machine Learning & Statistics eBooks for 2021">15 Free Data Science, Machine Learning & Statistics eBooks for 2021
We present a curated list of 15 free eBooks compiled in a single location to close out the year.https://www.kdnuggets.com/2020/12/15-free-data-science-machine-learning-statistics-ebooks-2021.html
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State of Data Science and Machine Learning 2020: 3 Key Findings">State of Data Science and Machine Learning 2020: 3 Key Findings
Kaggle recently released its State of Data Science and Machine Learning report for 2020, based on compiled results of its annual survey. Read about 3 key findings in the report here.https://www.kdnuggets.com/2020/12/kaggle-survey-2020-data-science-machine-learning.html