Published inTDS ArchiveEnterprise 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.Jun 28, 2021A response icon3Jun 28, 2021A response icon3
Published inTDS ArchiveEnterprise 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…Jun 17, 2021Jun 17, 2021
Published inTDS ArchiveTransformers 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.Jun 2, 2021A response icon24Jun 2, 2021A response icon24
Published inTDS ArchiveBatch 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 EnglishMay 26, 2021A response icon1May 26, 2021A response icon1
Published inTDS ArchiveDifferential 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 EnglishMay 23, 2021A response icon1May 23, 2021A response icon1
Published inTDS ArchiveBatch Norm Explained Visually — How it works, and why neural networks need itA Gentle Guide to an all-important Deep Learning layer, in Plain EnglishMay 18, 2021A response icon14May 18, 2021A response icon14
Published inTDS ArchiveFoundations 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 EnglishMay 9, 2021A response icon12May 9, 2021A response icon12
Published inTDS ArchiveImage 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 EnglishApr 30, 2021A response icon6Apr 30, 2021A response icon6
Published inTDS ArchiveImage Captions with Deep Learning: State-of-the-Art ArchitecturesA Gentle Guide to Image Feature Encoders, Sequence Decoders, Attention, and Multi-modal Architectures, in Plain EnglishApr 23, 2021A response icon3Apr 23, 2021A response icon3
Published inTDS ArchiveLeveraging Geolocation Data for Machine Learning: Essential TechniquesA Gentle Guide to Feature Engineering and Visualization with Geospatial data, in Plain EnglishApr 17, 2021A response icon6Apr 17, 2021A response icon6
