ENTERPRISE MACHINE LEARNING SERIES

A Gentle Guide to the complexities of model deployment, and integrating with the enterprise application and data pipeline. What the Data Scientist, Data Engineer, ML Engineer, and ML Ops do, in Plain English.

Photo by Ricardo Rocha on Unsplash


Notes from Industry, ENTERPRISE MACHINE LEARNING SERIES

A Gentle Guide to the lifecycle of a Machine Learning project in the Enterprise, the roles involved and the challenges of building models, in Plain English

Photo by Greg Rakozy on Unsplash

What is Enterprise ML?


HANDS-ON TUTORIALS, INTUITIVE TRANSFORMERS SERIES NLP

A Gentle Guide to how the Attention Score calculations capture relationships between words in a sequence, in Plain English.

Photo by Olav Ahrens Røtne on Unsplash


HANDS-ON TUTORIALS, INTUITIVE DEEP LEARNING SERIES

A Gentle Guide to the reasons for the Batch Norm layer’s success in making training converge faster, in Plain English

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Hands-on Tutorials, INTUITIVE DEEP LEARNING SERIES

A Gentle Guide to boosting model training and hyperparameter tuning with Optimizers and Schedulers, in Plain English

Photo by Tim Mossholder on Unsplash


Hands-on Tutorials, INTUITIVE DEEP LEARNING SERIES

A Gentle Guide to an all-important Deep Learning layer, in Plain English

Photo by Reuben Teo on Unsplash


INTUITIVE NLP SERIES

A Gentle Guide to two essential metrics (Bleu Score and Word Error Rate) for NLP models, in Plain English

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How good is the predicted output?


INTUITIVE IMAGE CAPTIONS SERIES

An end-to-end example using Encoder-Decoder with Attention in Keras and Tensorflow 2.0, in Plain English

Photo by Max Kleinen on Unsplash


Hands-on Tutorials, INTUITIVE IMAGE CAPTIONS SERIES

A Gentle Guide to Image Feature Encoders, Sequence Decoders, Attention, and Multi-modal Architectures, in plain English

Photo by Brett Jordan on Unsplash

What is Image Captioning?


Hands-on Tutorials, INTUITIVE GEO-LOCATION SERIES

A Gentle Guide to Feature Engineering and Visualization with Geospatial data, in Plain English

Photo by Daniel Olah on Unsplash

Ketan Doshi

Machine Learning and Big Data

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