InTDS ArchivebySaankhya MondalThe Multi-Armed Bandit Problem—A Beginner-Friendly GuideUnderstanding the exploitation-exploration trade-off with an exampleDec 23, 2024Dec 23, 2024
InTDS ArchivebySaankhya MondalHere’s What I Learned About Information Theory Through WordleThe Science Behind Better GuessesDec 9, 20242Dec 9, 20242
InTDS ArchivebySaankhya MondalHow Spotify Implemented Personalized Audiobook RecommendationsPersonalized audiobook recommendations using graph neural networksNov 22, 2024Nov 22, 2024
InTDS ArchivebySaankhya MondalGame Theory, Part 3 — You are the average of the five people you spend the most time withIs Tit-for-tat the best strategy in the Iterated Prisoner’s Dilemma game?Nov 13, 2024Nov 13, 2024
InTDS ArchivebySaankhya MondalKickstart Your Data Science Journey — A Guide for Aspiring Data ScientistsKey Technical Skills You Need to Kick-start Your Career in Data ScienceNov 6, 202410Nov 6, 202410
InTDS ArchivebySaankhya MondalGame Theory, Part 2 — Nice Guys Finished FirstIterated Prisoner's Dilemma Shows Nice Guys Can Finish FirstOct 31, 2024Oct 31, 2024
InTDS ArchivebySaankhya MondalGame Theory, Part 1 — The Prisoner’s Dilemma ProblemGame theory is prevalent in real-life scenarios and decision-makingOct 22, 20242Oct 22, 20242
InTDS ArchivebySaankhya MondalNormalized Discounted Cumulative Gain (NDCG) — The Ultimate Ranking MetricNDCG — The Rank-Aware Metric for Evaluating Recommendation SystemsOct 15, 20248Oct 15, 20248
InTowards AIbySaankhya MondalAI in Football — Biases in Expected Goals (xG) Models Confound Finishing Ability: Part 1Statistical Analysis of the xG MetricApr 15, 2024Apr 15, 2024
InTowards AIbySaankhya MondalPandas vs Polars? Bid Adieu to Pandas and Switch To Polars!Speed up your data processing pipelines using Polars!Apr 21, 20241Apr 21, 20241
InTowards AIbySaankhya MondalData Science Case Study — Credit Default Prediction: Part 2Model Explainability, Game Theory, and SHAPMay 6, 2024May 6, 2024
InTDS ArchivebySaankhya MondalUnderstanding KL Divergence, Entropy, and Related ConceptsImportant concepts in information theory, machine learning, and statisticsOct 8, 2024Oct 8, 2024
InTowards AIbySaankhya MondalData Science Case Study — Credit Default Prediction: Part 1Feature Engineering, Model Training and Evaluation, and Classification Threshold SelectionMay 2, 2024May 2, 2024
InTDS ArchivebySaankhya MondalP-Companion: Amazon’s Principled Framework for Diversified Complementary Product RecommendationA Deep Dive into Amazon’s Complementary Product Recommendation FrameworkOct 1, 2024Oct 1, 2024
InTowards AIbySaankhya MondalA Dual Augmented Two-tower Model for Online Large-scale RecommendationA Deep Dive into Meituan’s Two-tower Retrieval ModelDec 8, 20231Dec 8, 20231
Saankhya MondalMistral Instruct 7B Finetuning on MedMCQA DatasetFinetuning Mistral Instruct 7B on Google Colab using QLoRADec 4, 20235Dec 4, 20235
Saankhya MondalLarge Language Models (LLMs): A Comprehensive GuideThis article contains insightful paper and article links about LLMs.Nov 16, 20232Nov 16, 20232
Saankhya MondalNeural Network and Back-propagation from ScratchBack-propagation is the basic algorithm used in every neural network-based architectures. In an age when several Python libraries and…Dec 7, 2022Dec 7, 2022
Saankhya MondalPhysics-Informed Neural Networks for Solving Differential EquationsA data-driven approach to solve differential equationsDec 5, 20221Dec 5, 20221
Saankhya MondalMelanoma Image Augmentation using CycleGANs and detection.Skin cancer is the most prevalent type of cancer. Melanoma, specifically, is responsible for 75% of skin cancer deaths. Early and accurate…Mar 7, 2022Mar 7, 2022
