CS50's Introduction to Artificial Intelligence with Python
AI & Machine Learning Intermediate edX / Harvard OpenCourseWare
Learn to use Machine Learning in Python in this introductory course on Artificial Intelligence from Harvard University.
Graph Search AlgorithmsReinforcement LearningNeural NetworksMarkov Decision Processes +1 more
Machine Learning Specialization by Andrew Ng
AI & Machine Learning Beginner Friendly Coursera
The world-famous foundational program taught by AI pioneer Andrew Ng, updated for modern machine learning practices using NumPy and TensorFlow.
Supervised LearningLinear & Logistic RegressionNeural NetworksDecision Trees +2 more
Practical Deep Learning for Coders
Deep Learning & LLMs Intermediate Fast.ai (100% Free Open Course)
A practical, top-down approach to deep learning that gets coders building state-of-the-art vision, text, and tabular models from day one.
PyTorchfastai LibraryComputer VisionNLP & Transformers +2 more
MIT 6.S191: Introduction to Deep Learning
Deep Learning & LLMs Intermediate / Advanced MIT OpenCourseWare & YouTube
MIT's official introductory course on deep learning methods with applications in computer vision, robotics, medicine, and generative AI.
Deep Neural NetworksCNNsRNNs & TransformersGenerative AI +2 more
Google Data Analytics Professional Certificate
Data Science & Analytics Beginner Friendly Coursera / Google Career Certificates
Gain in-demand data analysis skills using SQL, R, and Tableau directly from Google data scientists to prepare for entry-level data roles.
Data AnalysisSQL Database QueriesR ProgrammingTableau Data Visualization +2 more
Stanford CS229: Machine Learning Course
AI & Machine Learning Advanced Stanford Online & YouTube
The definitive mathematical machine learning course taught at Stanford by Andrew Ng, covering statistical learning theory and algorithmic foundations.
Supervised Learning TheorySVMsKernelsEM Algorithm +2 more
Hugging Face Natural Language Processing & Transformers
NLP & Large Language Models Intermediate Hugging Face Learn (100% Free)
Master state-of-the-art NLP, Large Language Models (LLMs), and Hugging Face libraries for building real-world AI applications.
Hugging Face TransformersTokenizersBERTGPT & LLMs +2 more
Kaggle Micro-Courses in Data Science & ML
Data Science & Analytics Beginner Kaggle Learn (100% Interactive)
Bite-sized, interactive hands-on coding micro-courses designed to teach actionable Data Science skills in hours instead of months.
PandasData Visualization (Seaborn)Intro to MLFeature Engineering +2 more
Microsoft AI & Machine Learning for Beginners
AI & Machine Learning Beginner Friendly GitHub Open Source Curriculum
A 24-lesson open-source curriculum by Microsoft engineers exploring classical AI, Neural Networks, Computer Vision, and Generative AI.
Symbolic AINeural NetworksComputer VisionNLP +2 more
Mathematics for Machine Learning Specialization
Data Science & Math Beginner / Intermediate Coursera
Bridge the gap between math and machine learning. Master linear algebra, multivariate calculus, and PCA essential for data algorithms.
Linear AlgebraVector CalculusPrincipal Component Analysis (PCA)Eigenvalues +1 more
Stanford CS224N: NLP with Deep Learning
NLP & Large Language Models Advanced Stanford Online & YouTube
Stanford's flaghsip graduate course on deep learning for natural language processing, covering Word2Vec to modern Large Language Models (LLMs).
Word Vectors (Word2Vec)Recurrent Neural NetworksTransformers & Self-AttentionLLM Prompting & Fine-tuning +1 more
IBM Data Science & AI Fundamentals
Data Science & Analytics Beginner Friendly Cognitive Class (IBM Open Learning)
Kickstart your career with IBM's free introductory path covering data science methodology, Python basics, and real-world case studies.
Data Science MethodologyPython for Data ScienceJupyter NotebooksData Visualization +1 more