PinnedPeggy ChanginTowards Data ScienceLucene Inside Out — Dealing With Integer Encoding and CompressionDelve into PackedInts, VInt, FixedBitSet, and RoaringDocIdSet (Roaring Bitmaps)Jun 28, 2023Jun 28, 2023
PinnedPeggy ChanginTowards Data ScienceIVFPQ + HNSW for Billion-scale Similarity SearchThe best indexing approach for billion-sized vector datasetsAug 29, 20224Aug 29, 20224
PinnedPeggy ChanginTowards Data ScienceSimilarity Search with IVFPQFind out how the inverted file index (IVF) is implemented alongside product quantization (PQ) for a fast and efficient approximate nearest…May 25, 20224May 25, 20224
PinnedPeggy ChanginTowards Data ScienceProduct Quantization for Similarity SearchHow to compress and fit a humongous set of vectors in memory for similarity search with asymmetric distance computation (ADC)May 9, 20225May 9, 20225
PinnedPeggy ChanginTowards Data ScienceAdvanced Techniques for Fine-tuning TransformersLearn these advanced techniques and see how they can help improve resultsSep 17, 20214Sep 17, 20214
Peggy ChangMastering Dynamic Programming IIManual tabulation and workout is a great way to start grokking, analyzing, and spotting patterns, as well as strengthening our…Apr 18, 20221Apr 18, 20221
Peggy ChanginTowards Data ScienceMastering Dynamic ProgrammingUnderstanding the fundamentals and knowing when and how to apply this optimization techniqueFeb 28, 20222Feb 28, 20222
Peggy ChanginTowards AIBuilding a Product Recommendation Engine with AWS SageMakerLearn how to build and train a personalized recommender engine with Amazon SageMaker Factorization MachinesNov 24, 20211Nov 24, 20211
Peggy ChanginTowards Data ScienceAWS Certified Machine Learning — SpecialtyTips and suggestions on how to prepare and pass the examOct 7, 20212Oct 7, 20212
Peggy ChanginTowards Data ScienceTransformers, can you rate the complexity of reading passages?Fine-tuning RoBERTa with PyTorch to predict reading ease of text excerptsAug 18, 20216Aug 18, 20216
