// Available for research & collaboration

Sanchit
Thakur

AI/ML Engineer · Quantitative Researcher · Autonomous Systems Builder
Building at the intersection of probabilistic ML and quantitative finance.

Bayesian Inference Quant Finance NLP Deep Learning Autonomous Systems

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Sanchit Thakur

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// 01 — About

18/18

Regime shifts detected

2nd

Year CSE AI/ML

50+

Club members led

Parameter retuning

ML / AI

Machine Learning

PyTorch · NumPy · Pandas · Scikit-learn · Deep Learning · NLP

Research

Probabilistic Modeling

Bayesian Inference · Sequential Decision Making · Stochastic Processes · Regime Detection

Quant

Quantitative Finance

Signal Research · Feature Engineering · Backtesting · Time Series Analysis

Engineering

Systems & Tools

Python · C++ · Flask · Git · Async Infrastructure · Jupyter

// 02 — Research

Original
Research

Jan 2026 – Present · Independent Research · Preprint

Empirical Survivability Framework (ESF)

✉️

// Preprint available on request

Contact for Paper →

Fully distribution-free probabilistic system for non-stationary sequential environments. Decay-weighted trust with non-zero floor preserves low-weight hypotheses across regime transitions — directly addresses core particle filter resampling failure with zero Gaussian assumptions.
Theorem 1: Proved optimal observation window W* = D uniquely minimises within-regime instability; validated 10/11 regimes, 6/6 out-of-sample on unseen AAPL data, zero parameter retuning.
Theorem 2: Derived explicit trust convergence bound T ≤ log(ε · (1 − decay)) / log(decay); validated across 19/19 regime shifts on AAPL and Bitcoin in-sample and out-of-sample.
Theorem 3: Derived fragility detection function F(t) from binary entropy; proactive signal fires before 18/18 regime shifts across equity, cryptocurrency, and climate domains with identical parameters throughout.

// 04 — Leadership

Leading
Teams

2026 – Present

Technical Head — ACM Student Chapter

Amity University Punjab · Founding Team

Core founding member of the ACM chapter. Oversee technical infrastructure, workshops, and competitive programming initiatives.

2025 – Present

Startup Head — Pixel Club (AI/ML)

Amity University Punjab · 50+ Members

Lead AI/ML club of 50+ members. Organise technical workshops, hackathons, and industry speaker events.

// 05 — Education & Awards

Credentials

Degree

B.Tech CSE — AI/ML Specialization

Amity University Punjab
Aug 2024 – Present
ML · Linear Algebra · Quantitative Methods · DSA

Certification · Wharton / Coursera

Fundamentals of Quantitative Modeling

2024
Verify certificate (OOJ40IYVMWKB)

Competition · Kaggle · Apr 2026

AIMO 3 — AI Mathematical Olympiad

Competed in OpenAI's AI Mathematical Olympiad on Kaggle.

Hackathon · Apr 2025

OpenAI × NextWave — State-Level Winner

Won at state level in the OpenAI × NextWave Hackathon.

Sanchit
Thakur

Original
Research

What I've
Built

Leading
Teams

Credentials

Let's Work
Together

SanchitThakur

OriginalResearch

What I'veBuilt

LeadingTeams

Credentials

Let's WorkTogether

Sanchit
Thakur

Original
Research

What I've
Built

Leading
Teams

Let's Work
Together