Vyacheslav EfimovinTowards Data ScienceReinforcement Learning, Part 4: Monte Carlo ControlHarnessing Monte Carlo algorithms to discover the best strategies13 min read·Jun 11, 2024--1--1
Vyacheslav EfimovinTowards Data ScienceReinforcement Learning, Part 3: Monte Carlo MethodsFrom casinos to AI: unveiling the power of Monte Carlo methods in complex environments12 min read·May 23, 2024----
Vyacheslav EfimovinTowards Data ScienceSystem Design: Quadtrees & GeoHashEfficient geodata management for optimized search in real-world applications6 min read·May 8, 2024--3--3
Vyacheslav EfimovinTowards Data ScienceReinforcement Learning, Part 2: Policy Evaluation and ImprovementFrom data to decisions: maximizing rewards with policy improvement methods for optimal strategies13 min read·Apr 23, 2024--1--1
Vyacheslav EfimovinTowards Data ScienceReinforcement Learning, Part 1: Introduction and Main ConceptsMaking the first step into the world of reinforcement learning11 min read·Apr 9, 2024--1--1
Vyacheslav EfimovinTowards Data ScienceSystem Design: Bloom FilterSmartly transforming a hash table to a probabilistic data structure to trade accuracy for large memory gains6 min read·Mar 24, 2024--3--3
Vyacheslav EfimovinTowards Data ScienceSystem Design: Consistent HashingUnlocking the power of efficient data partitioning in distributed databases like Cassandra and Dynamo DB.7 min read·Mar 13, 2024----
Vyacheslav EfimovinTowards Data ScienceQuestion-Answering Systems: Overview of Main ArchitecturesDiscover design approaches for building a scalable information retrieval system6 min read·Feb 28, 2024--1--1
Vyacheslav EfimovinTowards Data ScienceLarge Language Models, GPT-3: Language Models are Few-Shot LearnersEfficiently scaling GPT from large to titanic magnitudes within the meta-learning framework8 min read·Feb 16, 2024--1--1
Vyacheslav EfimovinTowards Data ScienceLarge Language Models, GPT-2 — Language Models are Unsupervised Multitask LearnersAcing GPT capabilities by turning it into a powerful multitask zero-shot model.6 min read·Feb 10, 2024----
