A collection of my data science articles published in Towards Data Science and Towards AI.
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Data Science Articles by Peggy Chang
A collection of my data science articles published in Towards Data Science and Towards AI.
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Title
Article
Repo
Transformers, can you rate the complexity of reading passages? [πππDeep Dives] Fine-tuning RoBERTa with PyTorch to predict reading ease of text excerpts
Advanced Techniques for Fine-tuning Transformers [β€οΈβ€οΈβ€οΈ Popular] Learn these advanced techniques and see how they can help improve results
AWS Certified Machine Learning β Specialty Tips and suggestions on how to prepare and pass the exam
Building a Product Recommendation Engine with AWS SageMaker Learn how to build and train a personalized recommender engine with Amazon SageMaker Factorization Machines
Mastering Dynamic Programming [πππDeep Dives] Understanding the fundamentals and knowing when and how to apply this optimization technique
Mastering Dynamic Programming II Manual tabulation and workout is a great way to start grokking, analyzing, and spotting patterns, as well as strengthening our understanding and intuitions
Product Quantization for Similarity Search [βοΈβοΈβοΈTDS Editors' Pick] How to compress and fit a humongous set of vectors in memory for similarity search with asymmetric distance computation (ADC)
Similarity Search with IVFPQ [βοΈβοΈβοΈTDS Editors' Pick] Find out how the inverted file index (IVF) is implemented alongside product quantization (PQ) for a fast and efficient approximate nearest neighbor search
IVFPQ + HNSW for Billion-scale Similarity Search [πππDeep Dives] The best indexing approach for billion-sized vector datasets
Lucene Inside Outβ-βDealing With Integer Encoding and Compression [πππDeep Dives] Delve into PackedInts, VInt, FixedBitSet, and RoaringDocIdSet (Roaring Bitmaps)