Vikram Lingam

I'm a Data Scientist decoding the market and building the machine. This channel delivers useful content on AI, ML, and Finance using my own custom automation tools.
What's the difference? Every insight you see is 100% coded by me. No third-party applications, no black boxes, just pure code and some open source models.

Agentic Context Engineering (ACE) Explained
Agentic Context Engineering (ACE) Explained
Understanding Cross-Entropy Loss for Classification
Understanding Cross-Entropy Loss for Classification
Eigen Values and Eigen Vectors Simplified
Eigen Values and Eigen Vectors Simplified
Logistic Regression: Fundamentals, Classification, and Applications
Logistic Regression: Fundamentals, Classification, and Applications
Normal Distribution Simplified
Normal Distribution Simplified
AlphaFold: AI Revolutionizing Bimolecular Structure and Drug Discovery
AlphaFold: AI Revolutionizing Bimolecular Structure and Drug Discovery
Can AI Learn to Be a Team Player?
Can AI Learn to Be a Team Player?
LLM Alignment in Collective Reasoning: Masking or Mirroring Bias
LLM Alignment in Collective Reasoning: Masking or Mirroring Bias
Learning How to Think: Meta Chain-of-Thought (Meta-CoT)
Learning How to Think: Meta Chain-of-Thought (Meta-CoT)
The AI Prize No One Can Win: Research, Challenges, and Grandmaster Solutions
The AI Prize No One Can Win: Research, Challenges, and Grandmaster Solutions
Tiny Recursive Models for Efficient Reasoning - Less is More
Tiny Recursive Models for Efficient Reasoning - Less is More
LLMs The AI Gold Rush
LLMs The AI Gold Rush
Attention Is All You Need
Attention Is All You Need
Data Science Chapter 5: Exploring Data with EDA
Data Science Chapter 5: Exploring Data with EDA
Data Science Chapter 4: Data Cleaning Explained
Data Science Chapter 4: Data Cleaning Explained
Data Science Chapter 3: How Data is Collected
Data Science Chapter 3: How Data is Collected
Data Science Chapter 2: What is Data and Types of Data
Data Science Chapter 2: What is Data and Types of Data
Data Science Chapter 1: Introduction to Data Science
Data Science Chapter 1: Introduction to Data Science