Machine Learning Courses and Certifications

Machine Learning: Deep & Reinforcement Learning

Get started in Reinforcement and Deep Learning! Explore the theory and practice behind neural networks, build deep learning models, and study modern architectures used in today’s AI applications.

• edX
• 2 weeks, 30-31 hours/week
• Self-Paced
• Free Online Course (Audit)

Supervised machine learning and performance evaluation

Master supervised machine learning evaluation with cross-validation, nested resampling, and model selection techniques to build robust, generalizable predictive models with confidence.

• Coursera
• 4 hours
• Self-Paced
• Paid Course

Data Analytics Essentials

Have a lot of data but not sure what to do with it?

• OpenLearning
• Self-Paced
• Paid Course

Fundamentals of Artificial Intelligence

Join us on an exhilarating journey into the captivating realm of artificial intelligence (AI). Unlock the secrets behind the core principles, historical breakthroughs, and the profound influence AI has on society and the ever-evolving job market.

• OpenLearning
• Self-Paced
• Paid Course

Career Certificate

Data Science

Master data science fundamentals through Python, SQL, and machine learning while building real-world projects and deploying practical models for career advancement.

• GetSmarter
• 10 weeks, 12 hours/week
• 26th Aug, 2026
• Paid Course

Career Certificate

Data Analyst

Master foundational data analytics skills using Python, Excel, and SQL through hands-on projects and real-world applications in this comprehensive 10-week program.

• GetSmarter
• 10 weeks, 12 hours/week
• 19th Aug, 2026
• Paid Course

Career Certificate

AI Developer

Master AI development fundamentals through hands-on Python programming, data science, and web development to build and deploy effective AI solutions with ethical considerations.

• GetSmarter
• 6 weeks, 11 hours/week
• 8th Jul, 2026
• Paid Course

Embedding-Based Recommendation with Similarity Scoring

Master embedding-based music recommendations using vector transformations, cosine similarity, and clustering to build personalized suggestion systems.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Learning to Predict User Preferences

Master supervised machine learning to build advanced recommendation engines using user data, logistic regression, and predictive scoring for personalized music suggestions.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Ensemble Methods

Master ensemble methods by implementing Bagging, Random Forest, AdaBoost, and Stacking from scratch in C++ using mlpack for robust machine learning model aggregation.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Unsupervised Learning and Clustering

Master unsupervised learning by building k-Means, mini-batch k-Means, PCA, and DBSCAN from scratch. Assess cluster quality using key metrics like homogeneity and completeness.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Classification Algorithms and Metrics

Dive into classification algorithms by building Logistic Regression, k-NN, Naive Bayes, and Decision Trees from scratch without libraries, plus implement AUCROC metrics.

• CodeSignal
• 5 hours
• Self-Paced
• Free Certificate

Gradient Descent: Building Optimization Algorithms from Scratch

Master optimization algorithms by implementing SGD, Mini-Batch GD, Momentum, RMSProp, and Adam from scratch in C++ without relying on high-level libraries for deep understanding.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate

K-means Decoded

Master K-means clustering fundamentals through hands-on practice with data grouping, centroid identification, and cluster quality evaluation using R and real datasets.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Hierarchical Clustering Deep Dive

Discover hierarchical clustering techniques, construct dendrograms, and apply various distance metrics and linkage methods to real-world datasets for meaningful data insights.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate