Blogs

Function Calling (Part 2)

LLMs OpenAI

LLMs can not only generate text, but can also use tools. Read the blog to learn more

19 June 2024

Generating Structured Output with LLMs (Part 1)

LLMs OpenAI

LLMs are great at generating text, but how do you get them to generate structured output?

17 June 2024

Finetuning vs RAG - When and Why?

Finetuning RAG LLM

Mental model to think about fine-tuning and RAG for LLM based applications

07 June 2024

Run your finetuned LLM with Ollama

LLMs Axolotl Llama-cpp Ollama Finetuning GGUF

Complete workflow demonstrating how to finetune an LLM on your data and run it using Ollama.

30 May 2024

All about Retrieval in RAG

LLMs RAG Retrieval LangChain

Detailed discussion on various approaches to Retrieval when building RAG systems.

24 May 2024

OLAP - Why, What and How?

Data Engineering Data Warehousing OLAP Snowflake BigQuery

Learn Why OLAP databases? What is OLAP database? and How to Get Started with OLAP Databases?

24 March 2024

The Ultimate Training Loop

Deep Learning Pytorch Fastai

Super charge your training loop with callbacks.

20 January 2023

The Hitchhiker's Guide to `sys.path`

python advance

Learn how python import statement works, and explore pros and cons of different approaches.

30 April 2022

Packaging ML models using MLflow

MLOps Pytorch

In this tutorial, we will discuss "how we can use MLflow to package our ML models?". MLFlow makes it super easy (its just a function call).

25 February 2022

MLflow Tracking

MLOps Pytorch

Data Science and Machine Learning is different from traditional software development. These fields are more experimental in nature. Hence, tracking all your runs/experiments is very important. Learn how you can use MLflow for tracking experiments.

18 February 2022

Distributions

Statistics EDA

A brief introduction to distributions in statistics.

04 June 2021

Why Python !?

programming beginner python

In this blog we will try to answer the question, “Why Python?”. Why every beginner is recommended to start with python? Why people use python for Data Science and Machine Learning? In fact, why do you see python everywhere in 2021?

16 March 2021

Debugging in Python

python debugging beginner

Debugging is the process of locating and removing bugs in your code. Learn about different types of errors in Python and how to fix them.

27 February 2021

SQLite - Light & Powerful

databases SQL

This blog is a quick overview of SQLite. It’s a very light database. The complete database is just a single binary file.

13 December 2020

Why you should always use Pathlib?

Python writing better code

I have recently (4+ months) started using `pathlib` and I have never turned back to `os.path`. In this article, I will try my best to sell `pathlib` package.

21 November 2020

Lessons learned from global wheat detection competition

Object detection Pytorch Kaggle writing better code

Everything that goes into winning a medal (bronze) in Kaggle competition. Data augmentation, reading research papers, writing good and modular code for faster experimentation, and much more.

28 August 2020