MLCon | Machine Learning Conference Courses

How We Used Reinforcement Learning to Solve the Abbey of Crime

Explore how AI and reinforcement learning were used to conquer the challenging 1987 RPG "Abbey of Crime," overcoming its complexity within 120k of data to complete the game autonomously.

• YouTube
• 52 minutes
• On-Demand
• Conference Talk

Evolution 3.0 - Solve Your Everyday Problems with Genetic Algorithms

Explore genetic algorithms for solving everyday problems like scheduling and meal planning. Learn to code from scratch and understand algorithm stages for practical applications.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

The More Data, the Better the AI, Isn't It?

Exploring data quality challenges in AI and deep learning, with insights on maintaining high-quality datasets for optimal algorithm performance in document data extraction.

• YouTube
• 39 minutes
• On-Demand
• Conference Talk

Unsupervised Learning with Autoencoders

Explore autoencoder variants, their applications in unsupervised learning, and real-world use cases. Learn about anomaly detection, denoising, and generative models in this comprehensive overview.

• YouTube
• 49 minutes
• On-Demand
• Conference Talk

Predicting New York City Taxi Demand - Spatio-Temporal Time Series Forecasting

Explore spatio-temporal forecasting for NYC taxi demand using advanced models like LSTM and TCN, reducing prediction errors by 40% compared to baseline methods.

• YouTube
• 40 minutes
• On-Demand
• Conference Talk

How to Track Progress and Collaborate in Data Science and Machine Learning Projects

Practical guidelines for organizing, tracking, and collaborating on data science projects, covering code management, metrics tracking, and effective communication between teams.

• YouTube
• 31 minutes
• On-Demand
• Conference Talk

How to Implement Chatbots in an Industrial Context

Explore industrial chatbot implementation: design principles, architecture, ML algorithms, testing challenges, and continuous improvement strategies. Includes live demonstration of ThoughtWorks' chatbot.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Conference Talk

Reinforcement Learning - A Gentle Introduction and Industrial Application

Explore reinforcement learning's principles and real-world application in siphonic roof drainage systems, reducing fail rates by 70% for large buildings during heavy rainfall.

• YouTube
• 50 minutes
• On-Demand
• Conference Talk

Honey Bee Conservation Using Deep Learning

Explore DeepBee: an innovative tool using deep learning for automatic honeybee colony assessment, streamlining the process of counting and classifying comb cells for beekeepers.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

TensorFlow Training on the JVM

Explore TensorFlow training on the JVM, combining ML models with Java for commercial projects. Learn architecture, operations, and practical implementation techniques.

• YouTube
• 34 minutes
• On-Demand
• Conference Talk

How do Chess Engines Work - Looking at Stockfish and AlphaZero

Explore chess AI evolution: from Deep Blue's algorithms to Stockfish's Minimax, and AlphaZero's revolutionary self-learning approach using Monte Carlo Tree Search and neural networks.

• YouTube
• 1 hour
• On-Demand
• Conference Talk

Deep Probabilistic Modelling with Pyro

Explore deep probabilistic modeling with Pyro, combining probabilistic methods and neural networks for better uncertainty handling and decision-making in machine learning applications.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

Chatbots Suck

Explore common chatbot failures, lessons learned, and strategies for building effective conversational AI with insights from Chatlayer's experiences and industry best practices.

• YouTube
• 52 minutes
• On-Demand
• Conference Talk

The Ethics of AI - Dealing with Difficult Choices in a Non-Binary World

Explore ethical challenges in AI, including bias, dark patterns, and societal impact. Learn to make responsible decisions and shape a better technological future.

• YouTube
• 29 minutes
• On-Demand
• Conference Talk

Boost Your App with Machine Learning APIs

Discover how to enhance your app using pre-trained Machine Learning APIs for text, image, audio, and video analysis, with a live interactive demo showcasing practical applications.

• YouTube
• 1 hour
• On-Demand
• Conference Talk