Machine Learning Courses and Certifications

Career Certificate

Artificial Intelligence in Pharma and Biotech

Discover how AI transforms drug discovery, clinical trials, and biotech decision-making through machine learning applications in pharmaceutical innovation and patient care.

• GetSmarter
• 6 weeks, 7 hours/week
• 1st Jul, 2026
• Paid Course

Association for Computing Machinery (ACM)

Minimizing Risk Through Minimizing Model-Data Interaction - A Protocol for Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models

Discover a protocol for developing child abuse imagery detection models while minimizing harmful data exposure through proxy task methodologies and risk reduction strategies.

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

BSidesLV

Predicting the Lifespans of Internet Services - Falling Down the ML Rabbit Hole and What We Learned

Explore ML pitfalls in cybersecurity through a case study on predicting internet service lifespans, learning from failed approaches and discovering practical solutions.

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

Center for Language & Speech Processing(CLSP), JHU

Undirected Graphical Models for Sequence Analysis - 2002

Explore undirected graphical models and their applications in sequence analysis through expert insights from a leading researcher in computational linguistics.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Discriminative Estimation of Mixtures of Exponential Distribution

Explore discriminative estimation techniques for mixtures of exponential distributions in this advanced statistical modeling presentation.

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

Center for Language & Speech Processing(CLSP), JHU

Cross Stream Event Detection

Discover advanced techniques for detecting events across multiple data streams using machine learning and natural language processing methods.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Learning with Marginalized Corrupted Features

Discover how to handle corrupted features in machine learning through marginalization techniques for robust model training and improved performance.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

ACM SIGPLAN

Automated Discovery of Tactic Libraries for Interactive Theorem Proving

Discover how TacMineR automates tactic discovery for interactive theorem proving, using Tactic Dependence Graphs to create reusable proof strategies and reduce proof size by 26%.

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

Center for Language & Speech Processing(CLSP), JHU

Discriminative Training and Maximum Entropy Models for Statistical Machine Translation

Discover discriminative training techniques and maximum entropy models for statistical machine translation through expert insights from CLSP research.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Pursuit of Low-Dimensional Structures in High-Dimensional Data

Discover mathematical techniques for finding low-dimensional patterns in complex, high-dimensional datasets through advanced computational methods and algorithms.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

LinaroOrg

Unlocking Developer Potential: Building AI and ML Applications on ARM PC - LIS25 143

Explore best practices, tools, and challenges for optimizing AI and ML applications on Snapdragon-powered Windows devices in this collaborative session focused on advancing on-device AI development.

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

Data Science Conference

Predicting Retention on the BBC Sounds Service Using Historic User Dynamics

Discover how BBC Sounds uses temporal machine learning models to predict user retention, comparing neural networks with static models like XGBoost to optimize marketing efforts and reduce subscriber churn.

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

Feature Engineering

Learn essential feature engineering techniques for data preprocessing, including encoding, scaling, handling missing values, and addressing imbalanced datasets to improve machine learning model performance.

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

Recommendation Systems

Learn to build diverse recommendation systems using Python, from hybrid techniques to collaborative filtering, exploring key concepts like cosine similarity for practical applications.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video

Feature Selection

Learn techniques for effective feature selection in machine learning, including variance threshold, correlation analysis, information gain, and chi-square statistical analysis.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video