Machine Learning Courses and Certifications

Broad Institute

Accelerating Drug Discovery with Generative AI

Discover how generative AI accelerates drug discovery through advanced machine learning techniques and innovative computational approaches in pharmaceutical research.

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

Center for Language & Speech Processing(CLSP), JHU

Evaluating Unlearning and Memorization via Compression

Explore cutting-edge research on machine learning compression techniques, focusing on model unlearning and memorization evaluation methods presented by CMU researcher Zhili Feng.

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

Eclipse Foundation

Building Open Large Language Models for Code

Explore the landscape of LLMs for code through BigCode project insights, focusing on open-source development and responsible AI implementation for programming applications.

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

Serrano.Academy

Understanding AdaBoost - Ensemble Learning with Weighted Classifiers

Discover how AdaBoost combines multiple weak learners into a powerful ensemble model, with hands-on Python implementation and practical insights into weighted voting mechanisms.

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

Understanding LLMs and Basic Prompting Techniques

5 ratings

Dive into the fundamentals of Large Language Models (LLMs) and learn effective prompt engineering techniques to generate precise outputs and enhance AI interactions.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Introdução à Inteligência Artificial: Conceitos Básicos

6674 ratings at FGV Educação Executiva

Explore os fundamentos da IA, sua evolução e impacto em diversas áreas. Conheça tipos de IA, métodos de aprendizado de máquina e aplicações práticas na educação, saúde e entretenimento.

• FGV Educação Executiva
• 1 hour
• Self-Paced
• Free Certificate

NPTEL;  IIT Patna

Big Data Computing

13 ratings

Comprehensive exploration of big data technologies, covering Hadoop, Spark, key-value stores, streaming analytics, machine learning, and graph processing for large-scale data analysis and insights.

• YouTube
• 19 hours
• Self-Paced
• Free Video

Career Certificate

Journey into Data Science with Python

1448 ratings at CodeSignal

Master Python-based data science essentials, from NumPy and Pandas to machine learning, through hands-on projects with real datasets like Titanic and airline data. Build practical skills in visualization, preprocessing, and predictive modeling.

• CodeSignal
• 28 hours
• Self-Paced
• Free Certificate
• 7 courses

Introduction to AI

12134 ratings at Coursera

Explore foundational AI concepts, machine learning, and generative AI applications. Understand capabilities, limitations, and workplace integration of AI tools.

• Coursera
• 1 hour 25 minutes
• Self-Paced
• Paid Course

Center for Language & Speech Processing(CLSP), JHU

Diffusion Kernels on Graphs

Explore diffusion kernels on graphs and their mathematical foundations in this comprehensive lecture from Johns Hopkins University's Center for Language & Speech Processing.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Learning Under Differing Training and Test Distributions

Explore machine learning challenges when training and test data distributions differ, presented by Tobias Scheffer from Max Planck Institute for Computer Science.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Distance Metric Learning for Large Margin Classification

Discover distance metric learning techniques for large margin classification with insights from machine learning theory and practical applications.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Asynchronous Cascaded Self-organizing Maps for Language Learning

Discover how asynchronous cascaded self-organizing maps can model language learning processes through computational neural networks and cognitive science approaches.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Information Extraction - Statistical Learning Approaches for Text and Speech Processing

Discover statistical algorithms for automatic information extraction from text and speech, replacing manual pattern writing with machine learning approaches for database updates.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Wolfram

Train Your AI with System Modeler

Discover how Wolfram System Modeler bridges physics-based modeling with machine learning through reinforcement learning, neural surrogates, and predictive controllers for AI training.

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