Machine Learning Courses and Certifications

NPTEL;  IIT Kanpur

Applied Optimization for Wireless, Machine Learning, Big Data

This course is focused on developing the fundamental tools/ techniques in modern optimization as well as illustrating their applications in diverse fields such as Wireless Communication, Signal Processing, Machine Learning, Big Data and Finance.

• YouTube
• 1 day 11 hours
• Self-Paced
• Free Video

Code Monkey

How to Use Machine Learning AI in Unity - ML-Agents

Unlock the power of Machine Learning AI in Unity with ML-Agents. Learn installation, agent creation, training, and visualization to enhance your game development skills.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Tech with Tim

Python Machine Learning & AI Mega Course - Learn 4 Different Areas of ML & AI

Comprehensive exploration of machine learning and AI in Python, covering algorithms, neural networks, chatbots, and game AI. Hands-on projects and in-depth explanations for practical skills development.

• YouTube
• 7 hours 34 minutes
• Self-Paced
• Free Video

Steve Brunton

Reinforcement Learning - Machine Learning Meets Control Theory

Explore reinforcement learning's intersection with control theory, covering key concepts, algorithms, and applications in this comprehensive overview of machine learning's powerful technique.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Rob Mulla

Time Series Forecasting with XGBoost - Use Python and Machine Learning to Predict Energy Consumption

Learn to predict energy consumption using XGBoost and Python in this hands-on tutorial. Covers data preparation, feature engineering, model building, and forecasting techniques for time series analysis.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Yannic Kilcher

Diffusion Models Beat GANs on Image Synthesis - Machine Learning Research Paper Explained

Explore how Diffusion Models outperform GANs in image synthesis, with improved architecture, classifier guidance, and better sample quality while maintaining distribution coverage.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

GOTO Conferences

Kubeflow for Machine Learning

Explore Kubeflow for ML: tooling, scaling Python with Dask/Ray, API comparisons, and insights on distributed computing. Learn from experts about advancements in machine learning infrastructure.

• YouTube
• 48 minutes
• Self-Paced
• Conference Talk

Academic Lesson

Calculus for Beginners - Calculus for Machine Learning

Comprehensive exploration of calculus fundamentals, from limits and derivatives to optimization and antiderivatives, with applications in machine learning and real-world problem-solving.

• YouTube
• 10 hours 53 minutes
• Self-Paced
• Free Video

AI, Machine Learning, Deep Learning and Generative AI Explained

Explore AI, ML, DL, and Generative AI concepts, their evolution, and impact. Learn about large language models, chatbots, and deepfakes while clarifying misconceptions in this concise overview.

• YouTube
• 10 minutes
• Self-Paced
• Free Video

Unity

Machine Learning Agents with Unity ML-Agents SDK

Discover how to transform Unity games into AI training environments using ML-Agents SDK for deep reinforcement learning and intelligent agent development.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

CodeEmporium

Probability Theory for Machine Learning

Master probability theory fundamentals for ML: random variables, distributions, PMFs, PDFs, and likelihood estimation in under 3 hours.

• YouTube
• 2 hours 33 minutes
• Self-Paced
• Free Video

Python Lessons

Machine Learning Training Utilities - Build Custom OCR, ASR, and Object Detection Models with TensorFlow and PyTorch

Master TensorFlow and PyTorch through hands-on projects including OCR, handwriting recognition, ASR models, and YOLOv8 object detection with practical step-by-step tutorials.

• YouTube
• 4 hours 29 minutes
• Self-Paced
• Free Video

Machine Learning for Web Developers - Web ML

Discover how to integrate machine learning into web applications using TensorFlow.js, from pre-trained models to custom neural networks and transfer learning techniques.

• YouTube
• 7 hours 54 minutes
• Self-Paced
• Free Video

Machine Learning Foundations

Master machine learning fundamentals with TensorFlow, covering neural networks, computer vision, CNNs, and natural language processing through hands-on coding examples.

• YouTube
• 2 hours 11 minutes
• Self-Paced
• Free Video

Qiskit

Quantum Machine Learning - 2021 Qiskit Global Summer School

Dive into quantum machine learning through hands-on labs, lectures on quantum algorithms, variational classifiers, quantum kernels, and hardware-efficient approaches for next-gen applications.

• YouTube
• 1 day 21 minutes
• Self-Paced
• Free Video