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Siddharth Sah
Siddharth Sah

80 Followers

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Mar 15

Navigating the Maze: Streamlined Project Structure for Data Science and everything around it

In the world of data science and machine learning, structuring your project is crucial for ensuring smooth collaboration, maintainability, and scalability. This article will guide you through the best practices for organising your data science or machine learning projects, complete with code snippets and bullet points for easy understanding. Table of Contents: Overview…

Data Science

19 min read

Navigating the Maze: Streamlined Project Structure for Data Science and everything around it
Navigating the Maze: Streamlined Project Structure for Data Science and everything around it
Data Science

19 min read


Mar 7

Automating SSH Login and Jupyter Notebook Setup for Machine Learning Projects

SSH Login: SSH (Secure Shell) is a cryptographic network protocol for operating network services securely over an unsecured network. It is commonly used for remote command-line login and remote command execution. To automate SSH login, we will use the Paramiko library. Paramiko is a Python implementation of the SSH protocol…

Ssh

11 min read

Automating SSH Login and Jupyter Notebook Setup for Machine Learning Projects
Automating SSH Login and Jupyter Notebook Setup for Machine Learning Projects
Ssh

11 min read


Feb 9

Real time Object tracking and Segmentation using YoloV8 with Strongsort, Ocsort and Bytetrack

The goal of object tracking is to keep track of an object as it moves through the frame and to locate it in subsequent frames.

Multiple Object Tracking

7 min read

Real time Object tracking and Segmentation using YoloV8 with Strongsort, Ocsort and Bytetrack
Real time Object tracking and Segmentation using YoloV8 with Strongsort, Ocsort and Bytetrack
Multiple Object Tracking

7 min read


Feb 5

Synthetic training data from Blender + Object Detection with Transfer Learning = Deep Learning on Steroids!

A deep learning model is only as good as its data. If the data has inherent biases, the model will reflect them. The fine-tuning of models still has the original biases. Collecting non-biased data is next to impossible; it is often woven into the very fabric of the data acquisition…

Synthetic Data

8 min read

Synthetic training data from Blender + Object Detection with Transfer Learning = Deep Learning on…
Synthetic training data from Blender + Object Detection with Transfer Learning = Deep Learning on…
Synthetic Data

8 min read


Feb 4

A hitchhiker’s guide to Synthetic data for Deep Learning

What’s synthetic data? Synthetic data in machine learning refers to the creation of artificially generated data sets that mimic real-world data and can be used for training machine learning models. The purpose of using synthetic data is to overcome limitations in collecting and using real-world data for training, such as…

Synthetic Data

13 min read

A hitchhiker’s guide to Synthetic data for Deep Learning
A hitchhiker’s guide to Synthetic data for Deep Learning
Synthetic Data

13 min read


Feb 2

DeepSafe: Open source deepfake detection platform built for Researchers

https://github.com/siddharthksah/DeepSafe Hosted here — http://deepsafe.ml/ (If you want a demo and this is down please feel free to contact me) Background DeepFake detection is important especially as the video content on the internet is getting more and more common. With the rise of influencer marketing on TikTok and Instagram Reels, creation…

23 min read

DeepSafe: Open source deepfake detection platform built for Researchers
DeepSafe: Open source deepfake detection platform built for Researchers

23 min read


Feb 2

How to use subprocess to efficiently use multiple conda environments in the same project

Let's start with the most basic method of managing conda environments. Create separate environments for each project requirement: conda create -n env1 python=x.x conda create -n env2 python=y.y 2. Activate the desired environment before working on the project: conda activate env1 3. Deactivate the current environment before switching to another: …

Conda

4 min read

Conda

4 min read

Siddharth Sah

Siddharth Sah

80 Followers

Sr. Research Engineer. Follow me for articles on AI, Machine Learning, and more.

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