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Initializing systems
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Open to AI/ML Engineer & Software Engineer roles — placement season 2026

SANDEEP KUMAR

Building intelligent systems in

B.Tech AI & ML undergraduate at VIPS-TC (GGSIPU), Delhi — I design, train and ship end-to-end machine learning systems, from statistical analysis on 400K+ row datasets to deployed forecasting and computer-vision APIs.

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XGBoost
EfficientNetB4
Prophet
About

I'm Sandeep Kumar, a B.Tech AI & ML undergraduate who likes turning messy, real-world data into systems that ship — not just notebooks that impress in isolation.

🎓

B.Tech in Artificial Intelligence & Machine Learning at VIPS-TC (GGSIPU), Delhi — CGPA 9.331/10.

🧩

500+ DSA problems solved across LeetCode, CodeChef and HackerRank — I like the discipline competitive programming forces on me.

⚙️

I enjoy deploying ML systems end-to-end — from EDA through to a live Flask REST API, not stopping at the model.

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Increasingly drawn to AI research — currently exploring LLMs, agentic AI and MLOps alongside my coursework.

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DSA Problems
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Major AI Projects
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Model Accuracy
0K+
Rows Analyzed
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ML Models Built
Journey

Not a resume. A trajectory.

Every stage below fed directly into the next — competitive programming sharpened the engineering discipline behind every model that followed.

2023
Started B.Tech in AI & ML
Enrolled at VIPS-TC (GGSIPU), Delhi. Built foundations in C++ and started solving DSA problems daily.
2024
Core Machine Learning
Moved into supervised learning, feature engineering and statistical analysis with Pandas, NumPy and Scikit-learn.
2024 → 2025
Deep Learning & Computer Vision
Learned TensorFlow/Keras and transfer learning, then applied EfficientNetB4 to a real medical-imaging classification problem.
2025
Forecasting, Anomaly Detection & Deployment
Built a 421K-row retail forecasting system with XGBoost and Prophet, added an Isolation Forest anomaly layer, and shipped it as a Flask REST API on Render.
2026
Current — Preparing for Placements
Deepening advanced Python, advanced DSA and system design fundamentals while exploring MLOps, Docker, AWS and agentic AI.
In Progress
Next
Future Goal — AI Research Engineer
Building toward a role designing and researching production-grade, explainable intelligent systems.
Skills & Tools

The stack behind the systems.

Grounded in classical ML and statistics, extending into deep learning, deployment and the engineering fundamentals underneath it all.

Programming

Core languages
C++PythonSQLJavaScriptHTML/CSS

Machine Learning

Modeling & evaluation
Scikit-learnXGBoostRandom ForestProphetIsolation ForestSMOTE

Deep Learning

Computer vision
TensorFlowKerasTransfer LearningEfficientNetB4OpenCV

Data & Analysis

EDA to insight
PandasNumPyMatplotlibEDAStatistical AnalysisCross-validation

Deployment & Tools

Shipping models
FlaskREST APIGitGitHubRenderColabVS CodeHugging Face

Foundations

Coursework
DSADBMSOOPOperating SystemsComputer NetworksLinear Algebra
Selected Work

Systems, not just models.

Three end-to-end builds spanning forecasting, classification and medical computer vision. Click any card for the full case study.

Currently Learning

The next stack I'm building.

Actively deepening these right now, in parallel with placement preparation.

Engineering Foundations

Advanced PythonIn Progress
Advanced DSAIn Progress
System Design BasicsIn Progress

MLOps & Cloud

MLOpsIn Progress
DockerIn Progress
AWSIn Progress

Frontier AI

LLMsIn Progress
PyTorchIn Progress
Agentic AIIn Progress
Research Interests

Where I want to go deeper.

Core Interests

Artificial IntelligenceMachine LearningDeep LearningComputer VisionTime SeriesForecastingLLMsResponsible AI

Future Research Areas

Agentic AIRAGMLOpsExplainable AI
Achievements

Proof of consistency.

🎓
9.331 / 10
CGPA in B.Tech AIML
🧩
500+
DSA problems across LeetCode, CodeChef & HackerRank
🏢
Tata Group
Data Analytics Job Simulation, completed via Forage
🚀
3
End-to-end ML/DL systems built & deployed
"I don't just train models.
I build intelligent systems that solve real-world problems."
— SANDEEP KUMAR
Contact

Let's build something intelligent.

Open to AI/ML Engineer, Data Scientist, Software Engineer and Research Intern roles. Reach out directly, or drop a note in the form.

ask-sandeep — scripted terminal
Scripted terminal — not a live AI. Type help to see available commands.
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