Ketan DoshiinTowards Data ScienceEnterprise 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.11 min read·Jun 28, 2021--3--3
Ketan DoshiinTowards Data ScienceEnterprise 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…9 min read·Jun 17, 2021----
Ketan DoshiinTowards Data ScienceTransformers 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.10 min read·Jun 2, 2021--22--22
Ketan DoshiinTowards Data ScienceBatch 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 English9 min read·May 26, 2021--1--1
Ketan DoshiinTowards Data ScienceDifferential 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 English9 min read·May 23, 2021--1--1
Ketan DoshiinTowards Data ScienceBatch Norm Explained Visually — How it works, and why neural networks need itA Gentle Guide to an all-important Deep Learning layer, in Plain English9 min read·May 18, 2021--12--12
Ketan DoshiinTowards Data ScienceFoundations 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 English10 min read·May 9, 2021--7--7
Ketan DoshiinTowards Data ScienceImage 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 English11 min read·Apr 30, 2021--6--6
Ketan DoshiinTowards Data ScienceImage Captions with Deep Learning: State-of-the-Art ArchitecturesA Gentle Guide to Image Feature Encoders, Sequence Decoders, Attention, and Multi-modal Architectures, in Plain English9 min read·Apr 23, 2021--3--3
Ketan DoshiinTowards Data ScienceLeveraging Geolocation Data for Machine Learning: Essential TechniquesA Gentle Guide to Feature Engineering and Visualization with Geospatial data, in Plain English10 min read·Apr 17, 2021--6--6