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Data Science and Machine Learning

Machine Learning Roadmap: Community Recommendations 2023

Machine Learning Roadmap: Community Recommendations 2023

RoadMaps
Akhil Theerthala 14 Jul 2023
Illustration of data.

Data Lifecycle in Production: Defining and Collecting useful data.

How do we determine the criteria for “good” and “useful” data? Where can we collect the data from? How much data should we collect?
Akhil Theerthala 24 Jun 2023
A simple depiction of a roadmap

Machine Learning Roadmap — Part 1: Personal Recommendations for Beginners

Think of it as starting out as a level 1 character. Try to understand the basic game mechanics, the environment and your allegiance. As y...
Akhil Theerthala 14 Jun 2023
Generating adversaries for CNNs: My cat is a goldfish, so don’t tax it.

Generating adversaries for CNNs: My cat is a goldfish, so don’t tax it.

Adversarial Machine learning
Akhil Theerthala 13 Mar 2023
How to Start Your Data Journey? | Results from LinkedIn Polls

How to Start Your Data Journey? | Results from LinkedIn Polls

Someone trying to start their ML journey would be confused about where to start. There are thousands of roadmaps in the world, some…
Akhil Theerthala 05 Mar 2023
How to Maximize ML Project Success with Efficient Scoping? | MLOps 5

How to Maximize ML Project Success with Efficient Scoping? | MLOps 5

Scoping a Machine learning project is a very essential step as around 60–85% of the industrial AI projects fail every year. Get an idea…
Akhil Theerthala 10 Feb 2023
Different possible labels that can be given to iguanas in labelling the data that can confuse our deep learning model.

MLOps 4: Data in production

You have likely used chatGPT. Imagine how thoroughly the data was cleaned for the model. Let’s delve deeper into production data…
Akhil Theerthala 05 Feb 2023

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