Search results for AI ML Programming Research

Found 620 documents, 5942 searched:

• 5 Free University Courses on Data Analytics

  Thinking about getting into the data analytical world but do not know where to start? Have a look at these 5 FREE university courses on data analytics.

  https://www.kdnuggets.com/5-free-university-courses-on-data-analytics

• 5 Simple Steps Series: Master Python, SQL, Scikit-learn, PyTorch & Google Cloud

  Dive into KDnuggets Back to Basics: Getting Started in 5 Steps series to help you master Python, SQL, Scikit-learn, PyTorch, and Google Cloud Platform.

  https://www.kdnuggets.com/5-simple-steps-series-master-python-sql-scikit-learn-pytorch-google-cloud

• 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

• In-demand SAS Certifications for Your Success

  Check out these top three in-demand SAS Certifications to get you one step closer to your goals.

  https://www.kdnuggets.com/2023/10/sas-in-demand-sas-certifications-success

• 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

• 7 Steps to Mastering Natural Language Processing

  Want to learn all about Natural Language Processing (NLP)? Here is a 7 step guide to help you go from the fundamentals of machine learning and Python to Transformers, recent advances in NLP, and beyond.

  https://www.kdnuggets.com/7-steps-to-mastering-natural-language-processing

• Python in Excel: This Will Change Data Science Forever

  You can now run Python code in Excel to analyze data, build machine learning models, and create visualizations.

  https://www.kdnuggets.com/python-in-excel-this-will-change-data-science-forever

• Everything you Need to Become a SAS Certified Data Scientist

  With a shortage of talent and an abundance of opportunity, there’s never been a better time to launch or advance your data science career with the SAS Academy for Data Science. Read on to find out everything you need to become a SAS Certified Data Scientist. 

  https://www.kdnuggets.com/2023/09/sas-everything-need-become-sas-certified-data-scientist

• Want to Become a Data Scientist? Part 1: 10 Hard Skills You Need

  A quick 10-step hard skill guide on what you need to become a Data Scientist.

  https://www.kdnuggets.com/want-to-become-a-data-scientist-part-1-10-hard-skills-you-need

• Getting Started with Python for Data Science

  Back to Basics: A beginner's guide to setting up Python and understanding its role in data science.

  https://www.kdnuggets.com/getting-started-with-python-for-data-science

• Harnessing ChatGPT for Automated Data Cleaning and Preprocessing

  A guide to using ChatGPT for the tasks of data cleaning and preprocessing on a real-world dataset.

  https://www.kdnuggets.com/2023/08/harnessing-chatgpt-automated-data-cleaning-preprocessing.html

• How SAS can help catapult practitioners’ careers

  Let's explore the journeys of SAS users who harnessed the power of SAS to unlock new opportunities and achieve their career goals.

  https://www.kdnuggets.com/2023/07/sas-help-catapult-practitioners-careers.html

• A Guide to Data Science Project Management Methodologies

  Project management can be one of the biggest challenges in data science projects. Learn how you can ensure your project management methods are down-packed and effective.

  https://www.kdnuggets.com/2023/07/guide-data-science-project-management-methodologies.html

• Will ChatGPT Replace Data Scientists?

  Every job is at risk. Here’s how you can AI-proof your career.

  https://www.kdnuggets.com/2023/06/chatgpt-replace-data-scientists.html

• More Free Courses on Large Language Models

  Interested in learning about large language models? Get up and running with these free courses from DeepLearning.AI, Google Cloud, Udacity, and more.

  https://www.kdnuggets.com/2023/06/free-courses-large-language-models.html

• Introducing OpenChat: The Free & Simple Platform for Building Custom Chatbots in Minutes

  Teach your chatbots any topic by connecting them to resources like PDFs, websites, Notion, Confluence, and Office 365.

  https://www.kdnuggets.com/2023/06/introducing-openchat-free-simple-platform-building-custom-chatbots-minutes.html

• Your Ultimate Guide to Chat GPT and Other Abbreviations

  Everyone seems to have gone crazy about ChatGPT, which has become a cultural phenomenon. If you’re not on the ChatGPT train yet, this article might help you better understand the context and excitement around this innovation.

  https://www.kdnuggets.com/2023/06/ultimate-guide-chat-gpt-abbreviations.html

• Free Full Stack LLM Bootcamp

  Want to learn more about LLMs and build cool LLM-powered applications? This free Full Stack LLM Bootcamp is all you need!

  https://www.kdnuggets.com/2023/06/free-full-stack-llm-bootcamp.html

• GPT4All is the Local ChatGPT for your Documents and it is Free!

  How to install GPT4All on your Laptop and ask AI about your own domain knowledge (your documents)… and it runs on CPU only!.

  https://www.kdnuggets.com/2023/06/gpt4all-local-chatgpt-documents-free.html

• 21 Must-Have Cheat Sheets for Data Science Interviews: Unlocking Your Path to Success

  This article has researched and presents the best data science cheat sheets from around the internet, so you don’t have to do it yourself.

  https://www.kdnuggets.com/2022/06/21-cheat-sheets-data-science-interviews.html

• 10 Jupyter Notebook Tips and Tricks for Data Scientists

  Unlock the full potential of Jupyter Notebook with expert tips and techniques, including time-saving shortcuts, powerful magic functions, and advanced features, to boost your productivity.

  https://www.kdnuggets.com/2023/06/10-jupyter-notebook-tips-tricks-data-scientists.html

• Should You Consider a DataOps Career?

  Transitioning your career to DataOps could be just the change you need - not only will it provide the possibility to expand your technical skills, but also a rewarding salary with many job openings.

  https://www.kdnuggets.com/2023/05/consider-dataops-career.html

• Build a ChatGPT-like Chatbot with These Courses

  Let's dive into some courses that will give you the knowledge you need to build an AI-based chatbot that looks good and functions well.

  https://www.kdnuggets.com/2023/05/build-chatgptlike-chatbot-courses.html

• ChatGLM-6B: A Lightweight, Open-Source ChatGPT Alternative

  Want to run and fine-tune LLMs on your machine? Learn more about ChatGLM-6B, a lightweight and open-source LLM that you can run locally.

  https://www.kdnuggets.com/2023/04/chatglm6b-lightweight-opensource-chatgpt-alternative.html

• 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

• Learn About Large Language Models

  An introduction to Large Language Models, what they are, how they work, and use cases.

  https://www.kdnuggets.com/2023/03/learn-large-language-models.html

• Multi-label NLP: An Analysis of Class Imbalance and Loss Function Approaches

  In this comprehensive article, we have demonstrated that a seemingly simple task of multi-label text classification can be challenging when traditional methods are applied. We have proposed the use of distribution-balancing loss functions to tackle the issue of class imbalance.

  https://www.kdnuggets.com/2023/03/multilabel-nlp-analysis-class-imbalance-loss-function-approaches.html

• Dealing with Position Bias in Recommendations and Search

  People click on top items in search and recommendations more often because they are on top, not because of their relevancy. How can this problem be solved?

  https://www.kdnuggets.com/2023/03/dealing-position-bias-recommendations-search.html

• 9 Top Platforms to Practice Key Data Science Skills

  Which platforms would I recommend as a go-to for learning and practicing data science skills? The list would change every day, depending on my mood. Here’s today’s list with an overview of each platform.

  https://www.kdnuggets.com/2023/03/9-top-platforms-practice-key-data-science-skills.html

• ChatGPT vs Google Bard: A Comparison of the Technical Differences

  The Biggest Rivalry: ChatGPT vs Google Bard! Here's a comparison of the technical differences between the two AI engines.

  https://www.kdnuggets.com/2023/03/chatgpt-google-bard-comparison-technical-differences.html

• Top Free Courses on Large Language Models

  Interested in learning how ChatGPT and other AI chatbots work under the hood? Look no further. Check out these free courses and resources on large language models from Stanford, Princeton, ETH, and more.

  https://www.kdnuggets.com/2023/03/top-free-courses-large-language-models.html

• Free TensorFlow 2.0 Complete Course

  Are you a beginner python programmer aiming to make a career in Machine Learning? If yes, then you are at the right place! This FREE tutorial will give you a solid understanding of the foundations of Machine Learning and Neural Networks using TensorFlow 2.0.

  https://www.kdnuggets.com/2023/02/free-tensorflow-20-complete-course.html

• Why Data Scientists Expect Flawed Advice From Google Bard

  First reported by Reuters, Bard returned an inaccurate response, leading to a drop in Alphabet’s (GOOGL) stock price by as much as 9% on the day of the demonstration. For many in the data community, this did not come as a surprise; here’s why.

  https://www.kdnuggets.com/2023/02/data-scientists-expect-flawed-advice-google-bard.html

• Top Free Resources To Learn ChatGPT

  Learn about ChatGPT through Cheat Sheets, Guides, Books, Tutorials, and Blogs.

  https://www.kdnuggets.com/2023/02/top-free-resources-learn-chatgpt.html

• 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

• 20 Questions (with Answers) to Detect Fake Data Scientists: ChatGPT Edition, Part 2

  Can ChatGPT provide answers to data science questions to the same standard of humans? Check out this attempt to do so, and compare the answers to those from experts.

  https://www.kdnuggets.com/2023/02/20-questions-detect-fake-data-scientists-chatgpt-2.html

• From Data Collection to Model Deployment: 6 Stages of a Data Science Project

  Here are 6 stages of a novel Data Science Project; From Data Collection to Model in Production, backed by research and examples.

  https://www.kdnuggets.com/2023/01/data-collection-model-deployment-6-stages-data-science-project.html

• 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

• Top 10 Data Science Myths Busted

  The data science field is full of job opportunities, yet there is still a lot of confusion about what data scientists actually do. This confusion is largely due to the many myths that exist about the role of a data scientist. In this article, we will bust the top 10 myths about data science. By the end of this article, you will have a better understanding of the role of a data scientist and what it takes to be one.

  https://www.kdnuggets.com/2022/12/top-10-data-science-myths-busted.html

• 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

• Top Data Analyst Certification Courses for 2022

  Top certification courses by IBM, Edureka, DataCamp, Udacity, and Google.

  https://www.kdnuggets.com/2022/11/top-data-analyst-certification-courses-2022.html

• 9 Skills You Need to Become a Data Engineer

  A data engineer is a fast-growing profession with amazing challenges and rewards. Which skills do you need to become a data engineer? In this post, we’ll take a look at both hard and soft skills.

  https://www.kdnuggets.com/2021/03/9-skills-become-data-engineer.html

• 30 Resources for Mastering Data Visualization

  Want to master data visualization? This list of 30 resources and tools will help you get started on your path toward mastering data visualization.

  https://www.kdnuggets.com/2022/11/30-resources-mastering-data-visualization.html

• Should I Learn Julia?

  Do you think learning Julia is better for your data science career? Let’s find out.

  https://www.kdnuggets.com/2022/11/learn-julia.html

• 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

• The Current State of Data Science Careers

  If you’re someone in data science or aiming to get into a data science career, this article will give you a comprehensive analysis of the state of the field.

  https://www.kdnuggets.com/2022/10/current-state-data-science-careers.html

• A Data Science Portfolio That Will Land You The Job in 2022

  Check out this article on crafting a data science portfolio that will get you that job. And learn 4 resume mistakes to avoid at any cost.

  https://www.kdnuggets.com/2022/10/data-science-portfolio-land-job-2022.html

• 5 Free Courses to Master Linear Algebra

  Linear Algebra is an important subfield of mathematics and forms a core foundation of machine learning algorithms. The post shares five free courses to master the concepts of linear algebra.

  https://www.kdnuggets.com/2022/10/5-free-courses-master-linear-algebra.html

• 3 Simple Ways to Speed Up Your Python Code

  The post explains three popular frameworks, PySpark, Dask, and Ray, and discusses various factors to select the most appropriate one for your project.

  https://www.kdnuggets.com/2022/10/3-simple-ways-speed-python-code.html

• How to Get Up and Running with SQL – A List of Free Learning Resources

  We have compiled a list of the top free resources to help new data practitioners learn SQL. These include free online courses and resources to get the most out of your SQL skills.

  https://www.kdnuggets.com/2022/10/get-running-sql-list-free-learning-resources.html

• 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

• 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

• 5 Key Data Science Trends & Analytics Trends

  Let’s have a look at some of the key tech trends on the horizon right now.

  https://www.kdnuggets.com/2022/08/5-key-data-science-trends-analytics-trends.html

• 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

• Top Posts August 1-7: Most In-demand Artificial Intelligence Skills To Learn In 2022

  Most In-demand Artificial Intelligence Skills To Learn In 2022 • The 5 Hardest Things to Do in SQL • 10 Most Used Tableau Functions • Decision Trees vs Random Forests, Explained • Decision Tree Algorithm, Explained

  https://www.kdnuggets.com/2022/08/top-posts-week-0801-0807.html

• The Complete Collection of Data Science Projects – Part 1

  The first part covers the list of Programming, Web scraping, Data Analytics, SQL, Business Intelligence, and Time Series projects.

  https://www.kdnuggets.com/2022/08/complete-collection-data-science-projects-part-1.html

• Python String Processing Cheatsheet

  Try this string processing primer cheatsheet to gain an understanding of using Python to manipulate and process strings at a basic level.

  https://www.kdnuggets.com/2020/01/python-string-processing-primer.html

• 12 Essential VSCode Extensions for Data Science

  Learn about the data science VSCode extensions for super productivity and better user experience.

  https://www.kdnuggets.com/2022/07/12-essential-vscode-extensions-data-science.html

• A Gentle Introduction to Natural Language Processing

  This gentle introduction to NLP covers the basics, and will help you move along to more advanced topics ASAP.

  https://www.kdnuggets.com/2022/06/gentle-introduction-natural-language-processing.html

• Five Signs of an Effective Data Science Manager

  In this article, we will go beyond the theoretical realm of what a data science manager does and focus more on how to become an “effective” data science manager.

  https://www.kdnuggets.com/2022/06/five-signs-effective-data-science-manager.html

• 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

• The Complete Collection of Data Science Books – Part 2

  Read the best books on Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, MLOps, Robotics, IoT, AI Products Management, and Data Science for Executives.

  https://www.kdnuggets.com/2022/05/complete-collection-data-science-books-part-2.html

• 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

• The Complete Collection of Data Science Books – Part 1

  Read the best books on Programming, Statistics, Data Engineering, Web Scraping, Data Analytics, Business Intelligence, Data Applications, Data Management, Big Data, and Cloud Architecture.

  https://www.kdnuggets.com/2022/05/complete-collection-data-science-books-part-1.html

• 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

• Centroid Initialization Methods for k-means Clustering

  This article is the first in a series of articles looking at the different aspects of k-means clustering, beginning with a discussion on centroid initialization.

  https://www.kdnuggets.com/2020/06/centroid-initialization-k-means-clustering.html

• Free University Data Science Resources

  This is a list of FREE data science resources and notes that are available online, some of which are provided by universities.

  https://www.kdnuggets.com/2022/05/free-university-data-science-resources.html

• Software Developer vs Software Engineer

  The terms developer and engineer are used synonymously, making it difficult to understand the difference between the two in the midst of a conversation.

  https://www.kdnuggets.com/2022/05/software-developer-software-engineer.html

• Data Science Interview Guide – Part 2: Interview Resources

  Check out these resources to help you prepare for your data science Interview, or for those who are brushing up on their technical skills or who want to start learning data science.

  https://www.kdnuggets.com/2022/04/data-science-interview-guide-part-2-interview-resources.html

• Become a Data Science Professional in Five Steps

  If your new year's resolution was to start a career in data science but you have stalled, simply follow these easy steps to acquire professional certification within a year.

  https://www.kdnuggets.com/2022/03/become-data-science-professional-five-steps.html

• Top Data Science Tools for 2022

  Check out this curated collection for new and popular tools to add to your data stack this year.

  https://www.kdnuggets.com/2022/03/top-data-science-tools-2022.html

• 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

• Top 7 YouTube Courses on Data Analytics

  Learn data analytics by taking the best YouTube courses. These courses will cover data analysis with Python, R, SQL, PowerBI, Tableau, Excel, and SPSS.

  https://www.kdnuggets.com/2022/02/top-7-youtube-courses-data-analytics.html

• The Complete Collection of Data Science Cheat Sheets – Part 1

  A collection of cheat sheets that will help you prepare for a technical interview, assessment tests, class presentation, and help you revise core data science concepts.

  https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-1.html

• 19 Data Science Project Ideas for Beginners

  This article features 19 data science projects for beginners, categorized into 7 full project tutorials, 5 places to come up with your own data science projects using data, and 7 skills-based data science projects.

  https://www.kdnuggets.com/2021/11/19-data-science-project-ideas-beginners.html

• 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

• 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

• The Story of the Women in Data Science (WiDS) Datathon

  The author shares their experience of almost winning the competition and the things they have learned from the failures. Learn more about the WiDS Datathon and tips on winning the next challenge.

  https://www.kdnuggets.com/2022/01/story-women-data-science-wids-datathon.html

• 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

• 12 Tips: From Data Analyst to Startup Co-Founder

  Thinking about taking your data science expertise to a new level of creating a start-up company? These tips -- learned from experience -- can help you forge an early path toward success.

  https://www.kdnuggets.com/2021/12/12-tips-data-analyst-to-co-founder.html

• 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

• 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

• What Does a Data Scientist Do?

  This guide provides you with the best possible, most direct, and clear answers to "What is data science?" and "What does a data scientist do?".

  https://www.kdnuggets.com/2021/12/what-does-a-data-scientist-do.html

• 5 Advanced Tips on Python Sequences

  Notes from Fluent Python by Luciano Ramalho.

  https://www.kdnuggets.com/2021/11/5-advanced-tips-python-sequences.html

• 5 Tips to Get Your First Data Scientist Job

  Read some of the key things the author has learned during the infamous job seeking stage.

  https://www.kdnuggets.com/2021/11/5-tips-first-data-scientist-job.html

• 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

• 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

• 25 Github Repositories Every Python Developer Should Know

  Check out these repositories to help you improve your data science skills.

  https://www.kdnuggets.com/2021/11/25-github-repositories-python-developer.html

• How to Build Data Frameworks with Open Source Tools to Enhance Agility and Security

  Let’s take a look at how to harness open source tools to build your data frameworks.

  https://www.kdnuggets.com/2021/10/build-data-frameworks-open-source-tools-agility-security.html

• A Guide to 14 Different Data Science Jobs">A Guide to 14 Different Data Science Jobs

  The field of data science is growing into one that features a variety of job titles This guide reviews different positions available for you to consider if you have a data science background.

  https://www.kdnuggets.com/2021/10/guide-14-different-data-science-jobs.html

• 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

• Introduction to PyTorch Lightning">Introduction to PyTorch Lightning

  PyTorch Lightning is a high-level programming layer built on top of PyTorch. It makes building and training models faster, easier, and more reliable.

  https://www.kdnuggets.com/2021/10/introduction-pytorch-lightning.html

• Path to Full Stack Data Science">Path to Full Stack Data Science

  Start your journey toward mastering all aspects of the field of Data Science with this focused list of in-depth self-learning resources. Curated with the beginner in mind, these recommendations will help you learn efficiently, and can also offer existing professionals useful highlights for review or help filling in any gaps in skills.

  https://www.kdnuggets.com/2021/09/path-full-stack-data-science.html

• 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

• 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

• 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

• ebook: Learn Data Science with R – free download

  Check out this new book for data science beginners with many practical examples that covers statistics, R, graphing, and machine learning. As a source to learn the full breadth of data science foundations, "Learn Data Science with R" starts at the beginner level and gradually progresses into expert content.

  https://www.kdnuggets.com/2021/09/ebook-learn-data-science-r.html

• 11 Best Data Science Education Platforms

  We cover 11 best Data Science Education platforms for 11 different use cases, ranging from specific languages to hands-on learners, to the best free option.

  https://www.kdnuggets.com/2021/08/11-best-data-science-education-platforms.html

• 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

• 5 Data Science Career Mistakes To Avoid

  Everyone makes mistakes, which can be a good thing when they lead to learning and improvements over time. But, we can also try to first learn from others to expedite our personal growth. To get started, consider these lessons learned the hard way, so you don’t have to.

  https://www.kdnuggets.com/2021/08/5-data-science-career-mistakes-avoid.html

• 15 Things I Look for in Data Science Candidates

  This article presents advice for anyone looking or hiring for data science jobs, written by someone with practical and useful insight.

  https://www.kdnuggets.com/2021/08/15-things-data-science-candidates.html

• Data Scientist’s Guide to Efficient Coding in Python

  Read this fantastic collection of tips and tricks the author uses for writing clean code on a day-to-day basis.

  https://www.kdnuggets.com/2021/08/data-scientist-guide-efficient-coding-python.html

• Most Common Data Science Interview Questions and Answers">Most Common Data Science Interview Questions and Answers

  After analyzing 900+ data science interview questions from companies over the past few years, the most common data science interview question categories are reviewed in this guide, each explained with an example.

  https://www.kdnuggets.com/2021/08/common-data-science-interview-questions-answers.html

• 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

• 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

• 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

• 5 Mistakes I Wish I Had Avoided in My Data Science Career

  Everyone makes mistakes, which can be a good thing when they lead to learning and improvements over time. But, we can also try to first learn from others to expedite our personal growth. To get started, consider these lessons learned the hard way, so you don’t have to.

  https://www.kdnuggets.com/2021/07/5-mistakes-data-science-career.html

• 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

• Top 6 Data Science Online Courses in 2021">Top 6 Data Science Online Courses in 2021

  As an aspiring data scientist, it is easy to get overwhelmed by the abundance of resources available on the Internet. With these 6 online courses, you can develop yourself from a novice to experienced in less than a year, and prepare you with the skills necessary to land a job in data science.

  https://www.kdnuggets.com/2021/07/top-6-data-science-online-courses.html

• 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

• Data Scientists Will be Extinct in 10 Years">Data Scientists Will be Extinct in 10 Years

  And why it’s not a bad thing.

  https://www.kdnuggets.com/2021/06/data-scientists-extinct-10-years.html

• Building a Knowledge Graph for Job Search Using BERT

  A guide on how to create knowledge graphs using NER and Relation Extraction.

  https://www.kdnuggets.com/2021/06/knowledge-graph-job-search-bert.html

• These Soft Skills Can Make or Break Your Data Science Career

  In an industry long ruled by hard skills, the future career success of tomorrow’s data scientists might well depend on their ability to deploy a variety of soft skills into the workplace.

  https://www.kdnuggets.com/2021/05/soft-skills-data-science-career.html

• Awesome list of datasets in 100+ categories

  With an estimated 44 zettabytes of data in existence in our digital world today and approximately 2.5 quintillion bytes of new data generated daily, there is a lot of data out there you could tap into for your data science projects. It's pretty hard to curate through such a massive universe of data, but this collection is a great start. Here, you can find data from cancer genomes to UFO reports, as well as years of air quality data to 200,000 jokes. Dive into this ocean of data to explore as you learn how to apply data science techniques or leverage your expertise to discover something new.

  https://www.kdnuggets.com/2021/05/awesome-list-datasets.html

• The NoSQL Know-It-All Compendium

  Are you a NoSQL beginner, but want to become a NoSQL Know-It-All? Well, this is the place for you. Get up to speed on NoSQL technologies from a beginner's point of view, with this collection of related progressive posts on the subject. NoSQL? No problem!

  https://www.kdnuggets.com/2021/05/nosql-know-it-all-compendium.html

• How to become an online data science tutor

  Your expertise in data science may be serving you well in your day job or you are on track to land that next dream position to do what you love. There are many others aspiring to attain your level of skill, and maybe you could consider helping them out... through a side gig of teaching.

  https://www.kdnuggets.com/2021/05/how-become-online-data-science-tutor.html

• 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

• Data careers are NOT one-size fits all! Tips for uncovering your ideal role in the data space

  Thriving as a data professional is about more than just making good money! It’s about FULFILLMENT & IMPACT. In this article, I will help you discover the BEST data role for you given your unique skill sets, personality & goals.

  https://www.kdnuggets.com/2021/04/data-careers-not-one-size-fits-all.html

• Build an Effective Data Analytics Team and Project Ecosystem for Success

  Apply these techniques to create a data analytics program that delivers solutions that delight end-users and meet their needs.

  https://www.kdnuggets.com/2021/04/build-effective-data-analytics-team-project-ecosystem-success.html

• How to Apply Transformers to Any Length of Text

  Read on to find how to restore the power of NLP for long sequences.

  https://www.kdnuggets.com/2021/04/apply-transformers-any-length-text.html

• 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

• 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

• 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

• The Ultimate Guide to Acing Coding Interviews for Data Scientists">The Ultimate Guide to Acing Coding Interviews for Data Scientists

  This article covers understanding the 4 types of coding interview questions and preparing for them effectively.

  https://www.kdnuggets.com/2021/03/ultimate-guide-acing-coding-interviews-data-scientists.html

• Top YouTube Channels for Data Science">Top YouTube Channels for Data Science

  Have a look at the top 15 YouTube channels for data science by number of subscribers, 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-channels-data-science.html

• 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

• 6 Web Scraping Tools That Make Collecting Data A Breeze

  The first step of any data science project is data collection. While it can be the most tedious and time-consuming step during your workflow, there will be no project without that data. If you are scraping information from the web, then several great tools exist that can save you a lot of time, money, and effort.

  https://www.kdnuggets.com/2021/02/6-web-scraping-tools.html

• Who is fit to lead data science?

  Data science success depends on leaders, not the latest hands-on programming skills. So, we need to start looking for the right leadership skills and stop stuffing job postings with requirements for experience in the most current development tools.

  https://www.kdnuggets.com/2021/02/fit-lead-data-science.html

• Getting Started with 5 Essential Natural Language Processing Libraries">Getting Started with 5 Essential Natural Language Processing Libraries

  This article is an overview of how to get started with 5 popular Python NLP libraries, from those for linguistic data visualization, to data preprocessing, to multi-task functionality, to state of the art language modeling, and beyond.

  https://www.kdnuggets.com/2021/02/getting-started-5-essential-nlp-libraries.html

• 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