Siddhartha Reddy

Machine Learning Engineer with strong grounding in statistical learning, signal processing, and deep learning. Experience building end-to-end ML pipelines and high-accuracy models at ThermoFisher

India Joined on Feb 2, 2026 padurisidhu@gmail.com

Cover image for Choosing the Right Model (Not the Best One)

Siddhartha Reddy

Apr 28

Choosing the Right Model (Not the Best One)

#ai #machinelearning #systemdesign #mlops

2 min read

Cover image for Data First, Model Later: The Right Way to Build AI Systems

Siddhartha Reddy

Apr 23

Data First, Model Later: The Right Way to Build AI Systems

#ai #machinelearning #mlops #systemdesign

2 min read

Cover image for Designing an AI System: Where Do You Even Start?

Siddhartha Reddy

Apr 21

Designing an AI System: Where Do You Even Start?

#ai #machinelearning #mlops #systemdesign

2 min read

Cover image for The Future: Engineers as AI System Architects

Siddhartha Reddy

Apr 20

The Future: Engineers as AI System Architects

#ai #machinelearning #systemdesign #softwareengineering

2 min read

Cover image for From Model to Product: Where AI Projects Actually Break

Siddhartha Reddy

Apr 19

From Model to Product: Where AI Projects Actually Break

#ai #machinelearning #product #systemdesign

2 min read

Cover image for Why 90% of ML Engineers Struggle in Real-World Systems

Siddhartha Reddy

Apr 18

Why 90% of ML Engineers Struggle in Real-World Systems

#ai #machinelearning #mlops #softwareengineering

2 min read

Cover image for The Hidden Cost of AI Systems Nobody Talks About.

Siddhartha Reddy

Apr 17

The Hidden Cost of AI Systems Nobody Talks About.

#ai #machinelearning #mlops #systemdesign

2 min read

Cover image for Inside an AI Pipeline: What Actually Happens After You Train a Model

Siddhartha Reddy

Apr 16

Inside an AI Pipeline: What Actually Happens After You Train a Model

#ai #machinelearning #mlops #systemdesign

2 min read

Cover image for "Why Most AI Systems Fail in Production (And No One Talks About It)"

Siddhartha Reddy

Apr 16

"Why Most AI Systems Fail in Production (And No One Talks About It)"

#ai #machinelearning #mlops #softwareengineering

2 min read

Cover image for AI Doesn’t Write Code, Systems Do (And Most People Are Missing This)

Siddhartha Reddy

Apr 14

AI Doesn’t Write Code, Systems Do (And Most People Are Missing This)

#ai #machinelearning #systemdesign #softwareengineering

3 min read

Cover image for When Can You Actually Trust a Machine Learning Model?

Siddhartha Reddy

Apr 1

When Can You Actually Trust a Machine Learning Model?

#machinelearning #deeplearning #ai #python

2 min read

Cover image for Why Your Machine Learning Model Breaks When Nothing Seems Wrong?

Siddhartha Reddy

Mar 31

Why Your Machine Learning Model Breaks When Nothing Seems Wrong?

#discuss #machinelearning #deeplearning #ai

3 min read

Cover image for Your Training Data Is Teaching Your Model the Wrong Things

Siddhartha Reddy

Mar 11

Your Training Data Is Teaching Your Model the Wrong Things

#machinelearning #ai #python #deeplearning

3 min read

Cover image for The Most Dangerous Number in Machine Learning: Accuracy

Siddhartha Reddy

Mar 10

The Most Dangerous Number in Machine Learning: Accuracy

#machinelearning #python #deeplearning #ai

3 min read

Cover image for Your Machine Learning Model Doesn’t Understand Anything

Siddhartha Reddy

Mar 3

Your Machine Learning Model Doesn’t Understand Anything

#machinelearning #ai #datascience #programming

3 min read

Cover image for Why Benchmarks Lie in Machine Learning

Siddhartha Reddy

Feb 27

Why Benchmarks Lie in Machine Learning

#machinelearning #python #softwareengineering #deeplearning

2 min read

Cover image for The Notebook Illusion: Why ML Feels Simple Until It Isn’t

Siddhartha Reddy

Feb 23

The Notebook Illusion: Why ML Feels Simple Until It Isn’t

#machinelearning #jupyter #gpu #deeplearning

3 min read

Cover image for When GPUs Actually Hurt Performance

Siddhartha Reddy

Feb 13

When GPUs Actually Hurt Performance

#ai #machinelearning #gpu #deeplearning

3 min read

Cover image for The Myth of “Just Add a GPU” in Machine Learning

Siddhartha Reddy

Feb 4

The Myth of “Just Add a GPU” in Machine Learning

#machinelearning #python #deeplearning #gpu

3 min read

Siddhartha Reddy

Feb 2

Training classic ML Models using GPU on windows

#machinelearning #python #ai #deeplearning

4 min read

Forem

Siddhartha Reddy

Badges

Writing Debut

Choosing the Right Model (Not the Best One)

Data First, Model Later: The Right Way to Build AI Systems

Designing an AI System: Where Do You Even Start?

The Future: Engineers as AI System Architects

From Model to Product: Where AI Projects Actually Break

Why 90% of ML Engineers Struggle in Real-World Systems

The Hidden Cost of AI Systems Nobody Talks About.

Inside an AI Pipeline: What Actually Happens After You Train a Model

"Why Most AI Systems Fail in Production (And No One Talks About It)"

AI Doesn’t Write Code, Systems Do (And Most People Are Missing This)

When Can You Actually Trust a Machine Learning Model?

Why Your Machine Learning Model Breaks When Nothing Seems Wrong?

Your Training Data Is Teaching Your Model the Wrong Things

The Most Dangerous Number in Machine Learning: Accuracy

Your Machine Learning Model Doesn’t Understand Anything

Why Benchmarks Lie in Machine Learning

The Notebook Illusion: Why ML Feels Simple Until It Isn’t

When GPUs Actually Hurt Performance

The Myth of “Just Add a GPU” in Machine Learning

Training classic ML Models using GPU on windows