MLCon Talks & Presentations

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

Kotlin for Machine Learning

Explore Kotlin's potential in machine learning projects, from data cleaning to model deployment. Learn about Kotlin tools for data science, including Jupyter notebooks, visualizations, and dataframes.

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

MLCon | Machine Learning Conference

An Introduction to Natural Language Generation

Explore natural language generation through real-world examples, deep learning techniques, and transformer models. Learn about word embeddings, BERT, GPT, and practical applications in various domains.

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

MLCon | Machine Learning Conference

From Paper to Product - How We Implemented BERT

Explore the journey of implementing BERT in a natural language generation product, from initial research to production deployment. Learn about challenges, successes, and valuable lessons for NLP practitioners.

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

MLCon | Machine Learning Conference

Deep Learning - The Final Frontier for Time Series Analysis

Explore deep learning's potential in time series analysis, covering classification, prediction, and anomaly detection. Learn how neural networks can revolutionize processing of sequential data across various domains.

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

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

MLCon | Machine Learning Conference

Reinforcement Learning and Minecraft - ML Con Spring 2018

Explore reinforcement learning through Minecraft's AI platform, Project Malmo. Learn to solve problems using deep learning techniques in a unique experimental environment.

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

MLCon | Machine Learning Conference

Long Short-Term Memory - LSTM Models with TensorFlow

Dive into LSTM implementation using TensorFlow's Python API for natural language understanding. Learn the math and code behind this powerful RNN architecture in a hands-on session.

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