Posts

Hi there! I’m Aniket, a self-taught Machine Learning Engineer with a background in Computer Science & Engineering.

Currently, I’m working on open-source projects at Lightning AI as a Developer Advocate.

You can find most of my new blogs on LLMs, Distributed Training, and Machine Learning on Lightning AI’s blog.


Master PyTorch Lightning

Zero-to-Hero: PyTorch Lightning. A learning path for PyTorch Lightning to efficiently train large models
Nov 2, 2023

Training an Image Classification Model using PyTorch

Learn how to train image classification model using PyTorch
Oct 14, 2023
ChatGPT

Training an Image Classification Model using PyTorch Lightning

Learn how to train image classification model using PyTorch Lightning
Oct 14, 2023
ChatGPT

Guide to writing technical content

Learn how to write impactful technical content with SEO in mind
May 23, 2023

My first day of learning Rust 🦀

rust
notes

Documentation of learning Rust
Nov 29, 2022

What is new in Stable Diffusion 2.0?

text-to-image
image generation

What is new in Stable Diffusion 2.0? It’s trained with a brand new text encoder OpenCLIP and Depth-to-Image diffusion model.
Nov 24, 2022

TorchData: PyTorch Data loading utility library

pytorch

Learn how to load image data with TorchData and train an image classifier.
Apr 10, 2022

HappyWhale 🐳: PyTorch Training from scratch Lite ⚡️

kaggle

Learn how to write a custom training loop in pure PyTorch, create custom torch Dataset class, compute metrics for model performance, and Scale the Training on any hardware like GPU, TPU, IPU or Distributed Training with LightningLite.
Apr 3, 2022

Pix2Pix - Image to image translation with Conditional Adversarial Networks

GANs
PyTorch

A tutorial on Pix2Pix Conditional GANs and implementation with PyTorch
Feb 13, 2021

DCGAN Tutorial: Generate Fake Celebrity image

GANs

A beginner-friendly tutorial on DCGAN with PyTorch to generate Fake celebrity images with CelebA dataset.
Nov 16, 2020

Deploy Machine Learning Web Apps for Free

python

Learn to deploy Python Tensorflow & FastAPI Web app on Heroku Cloud in 5 minutes.
Oct 15, 2020

Building Machine Learning API with FastAPI and Tensorflow

python

Tutorial on FastAPI - high performance asynchronous framework for faster development of production ready APIs.
Jul 26, 2020

Probability vs Likelihood vs Maximum Likelihood

Statistics
Machine Learning

Theory and examples of Probability vs Likelihood vs Maximum Likelihood
Apr 29, 2020

Normalization

Deep Learning
Machine Learning

Normalization techniques and effect of normalization.
Apr 26, 2020

tf.data: Creating data input pipelines

Tensorflow

Building scalabale data input pipeline with Tensorflow tf.data.
Apr 8, 2020

Linear Regression from Scratch

Machine Learning

A tutorial on Linear Regression from scratch in Python
Mar 27, 2020

EfficientDet: When Object Detection Meets Scalability and Efficiency

Object Detection

EfficientDet, highly efficient and scalable state of the art object detection model developed by Google Research, Brain Team.
Jan 13, 2020

Image Classification with Tensorflow 2.x

Tensorflow
Deep Learning

Image Classification with Tensorflow 2.x.
May 12, 2019

Face Recognition

Face Recognition

Learn to create Face Recognition system from scratch
Jan 7, 2019
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