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Anurag Chatterjee

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Anurag Chatterjee

Azure Data Factory (ADF)— Continuous integration and delivery (CI/CD)

Continuous integration is the practice of testing each change made to your codebase automatically and as early as possible. Continuous…

6 min readMar 3, 2024

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Azure Data Factory (ADF)— Continuous integration and delivery (CI/CD)

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Anurag Chatterjee

My notes from DeepLearning.AI’s course on Advanced Retrieval for AI with Chroma

The new course from DeepLearning.AI with Chroma brings together various experiences from the field that could be used to improve the…

8 min readJan 7, 2024

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My notes from DeepLearning.AI’s course on Advanced Retrieval for AI with Chroma

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Pinned

Anurag Chatterjee

Chat with GPT-4 using Streamlit and the OpenAI API

GPT-4 is at the cutting edge of the chatbot evolution. While ChatGPT Plus and Bing offers users ways to use GPT-4. They are either on the…

3 min readJan 20, 2024

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Chat with GPT-4 using Streamlit and the OpenAI API

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Anurag Chatterjee

Dev-ops and ML pipelines for ML engineers

ML engineers should be conversant with pipelines. Many of the machine learning, data engineering, and dev-ops processes can be effectively…

4 min readOct 16, 2022

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Dev-ops and ML pipelines for ML engineers

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Pinned

Anurag Chatterjee

3 ways to integrate machine learning into your systems

Integrating outputs from machine learning models in batch mode is one of the most widely used patterns in the industry to leverage machine…

3 min readSep 25, 2022

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3 ways to integrate machine learning into your systems

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Anurag Chatterjee

AzureML — Connecting batch ML pipelines via Datasets

In most batch machine learning workflows, there are different data and or ML pipelines. Each pipeline would take an input usually as a…

2 min readMay 8, 2024

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AzureML — Connecting batch ML pipelines via Datasets

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Anurag Chatterjee

Extracting chunks from PDF and storing in locally hosted ChromaDB using Langchain utilities (as of…

As the ecosystem to build Retrieval Augmented Generation (RAG) applications evolves, it can get quite challenging to know which tutorial…

3 min readApr 28, 2024

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Anurag Chatterjee

Uploading file with additional metadata in FastAPI — API and API clients

I recently worked on some Retrieval Augmented Generation (RAG) use cases to create an API endpoint to allow users to upload a file with…

2 min readMar 31, 2024

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Uploading file with additional metadata in FastAPI — API and API clients

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Anurag Chatterjee

Workflow to use Great Expectations with Pandas

Great Expectations is a robust package to build data quality checks into your data or ML pipelines. However, it could require some set up…

3 min readFeb 24, 2024

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Workflow to use Great Expectations with Pandas

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Anurag Chatterjee

Microsoft Azure solution architecture brainstorming buddy via RAG

In the world of cloud computing, designing the right architecture for your Microsoft Azure project can sometimes be a daunting challenge…

3 min readFeb 10, 2024

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Microsoft Azure solution architecture brainstorming buddy via RAG

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Anurag Chatterjee

Anurag Chatterjee

I am an experienced professional who likes to build solutions to real-world problems using innovative technologies and then share my learnings with everyone.

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