InTDS ArchivebyKetan Doshi·Jun 28, 2021Enterprise ML — Why getting your model to production takes longer than building itThe complexities of model deployment, and integrating the application/data pipeline. What the Data Engineer, ML Engineer, and ML Ops do.A response icon3A response icon3
InTDS ArchivebyKetan Doshi·Jun 17, 2021Enterprise ML — Why building and training a “real-world” model is hardA Gentle Guide to the lifecycle of a Machine Learning project in the Enterprise, the roles involved and the challenges of building models…
InTDS ArchivebyKetan Doshi·Jun 2, 2021Transformers Explained Visually — Not just how, but Why they work so wellA Gentle Guide to how the Attention Score calculations capture relationships between words in a sequence, in Plain English.A response icon25A response icon25
InTDS ArchivebyKetan Doshi·May 26, 2021Batch Norm Explained Visually — Why does it workA Gentle Guide to the reasons for the Batch Norm layer’s success in making training converge faster, in Plain EnglishA response icon1A response icon1
InTDS ArchivebyKetan Doshi·May 23, 2021Differential and Adaptive Learning Rates — Neural Network Optimizers and Schedulers demystifiedA Gentle Guide to boosting model training and hyperparameter tuning with Optimizers and Schedulers, in Plain EnglishA response icon1A response icon1
InTDS ArchivebyKetan Doshi·May 18, 2021Batch Norm Explained Visually — How it works, and why neural networks need itA Gentle Guide to an all-important Deep Learning layer, in Plain EnglishA response icon14A response icon14
InTDS ArchivebyKetan Doshi·May 9, 2021Foundations of NLP Explained — Bleu Score and WER MetricsA Gentle Guide to two essential metrics (Bleu Score and Word Error Rate) for NLP models, in Plain EnglishA response icon12A response icon12
InTDS ArchivebyKetan Doshi·Apr 30, 2021Image Captions with Attention in Tensorflow, Step-by-stepAn end-to-end example using Encoder-Decoder with Attention in Keras and Tensorflow 2.0, in Plain EnglishA response icon6A response icon6
InTDS ArchivebyKetan Doshi·Apr 23, 2021Image Captions with Deep Learning: State-of-the-Art ArchitecturesA Gentle Guide to Image Feature Encoders, Sequence Decoders, Attention, and Multi-modal Architectures, in Plain EnglishA response icon3A response icon3
InTDS ArchivebyKetan Doshi·Apr 17, 2021Leveraging Geolocation Data for Machine Learning: Essential TechniquesA Gentle Guide to Feature Engineering and Visualization with Geospatial data, in Plain EnglishA response icon6A response icon6
