Open Data Science Courses

Building Robust and Scalable Recommendation Engines for Online Food Delivery

Unlock the power of recommendation engines for food delivery. Learn data preprocessing, feature engineering, and scalable algorithms to create personalized recommendations using the DHRD dataset.

• YouTube
• 25 minutes
• On-Demand
• Free Video

PyTorch 2.1 - New Features and Accelerating Generative AI Models

Explore PyTorch 2.1's new features for AI model acceleration, including compile, distributed, inference, and edge technologies, with insights on optimizing generative AI models for enhanced performance.

• YouTube
• 26 minutes
• On-Demand
• Free Video

From AI to GX: The Quantum Leap in Algorithmic Evolution

Explore the evolution from AI to Generative Algorithms (GX) and its impact on algorithm design, creativity, and innovation in technology and society with insights from industry expert Jepson Taylor.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Robustness to Adversarial Inputs and Tail Risk via Boosting - Machine Learning Model Defense Strategies

Explore innovative strategies for robust machine learning models against adversarial inputs and tail risks, focusing on ensemble methods and risk-sensitive decision-making in high-stakes environments.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Leveraging Customer Reviews for Multi-Label Topic Classification in Tourism

Leverage billions of customer reviews for multi-label topic classification. Learn to detect activities, facilities, and summarize topics using fine-tuned BERT models. Explore data collection, active learning, and model explainability.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Recent Advances in Foundation Models: Scaling Laws, Emergent Behaviors, and AI Democratization

Explore recent advances in foundation models, scaling laws, and emergent behaviors in AI. Learn about efforts to democratize AI and make cutting-edge technology accessible to all.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Infuse Generative AI in Your Apps Using Azure OpenAI Service

Learn to integrate generative AI into apps using Azure OpenAI Service. Explore models like ChatGPT and Codex, and discover enterprise-grade features for next-gen AI applications.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Testing Positive Semidefiniteness and Eigenvalue Approximation - Optimal Algorithms and Novel Approaches

Explore optimal algorithms for testing positive semidefiniteness and eigenvalue approximation, featuring a novel random walk method and innovative techniques for matrix analysis and algorithm optimization.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Resisting AI: Understanding Social and Political Dimensions of Artificial Intelligence

Explore the critical social and political implications of AI systems with Dr. McQuillan, examining how deep learning impacts society and discovering alternative approaches rooted in feminist and decolonial perspectives.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Data Morph: A Cautionary Tale of Summary Statistics

Explore Data Morph, an open-source tool challenging summary statistics assumptions. Learn to uncover hidden truths in datasets through innovative visualization techniques and reshape your approach to data analysis.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Adversarial Validation and Training in Stock Market Price Prediction

Explore adversarial validation and training for stock market prediction, focusing on recommender systems, graph-based models, and their impact on user satisfaction and revenue growth in e-commerce and streaming services.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Generative AI vs AGI - Strengths and Weaknesses of Large Language Models

Explore AI frontiers with Dr. Ben Goertzel, comparing LLMs to human intelligence and AGI. Learn about integrating LLMs with advanced tools for enhanced analytics and reasoning, and gain insights into AI's future potential and limitations.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Semi-Supervised Anomaly Detection System Through Ensemble Stacking Algorithm

Explore semi-supervised anomaly detection in retail using ensemble stacking. Learn innovative techniques for fraud prevention, combining deep and traditional models to identify unknown anomalies and enhance fraud detection.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Interactive Explainable AI - Enhancing Trust and Decision-Making

Explore interactive Explainable AI techniques, human factors in AI decision-making, and practical strategies for enhancing XAI services. Learn to understand and trust AI predictions for effective decision-making.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Using Generative AI to Better Understand B2B Audiences: From Topic Modeling to Text Classification

Unlock the potential of Generative AI and ML for B2B audience understanding. Explore innovative techniques in topic modeling and text classification using LLMs to enhance marketing strategies and data-driven decision-making.

• YouTube
• 36 minutes
• On-Demand
• Free Video