Open to Data Science & ML roles

Adarsh Kumar

I build in

I turn messy real-world data into working products. Currently focused on computer vision and applied machine learning.

Projects
10
ML/DL builds featured — each with a Deep dive
Kaggle
Top 1%
notebook ranking globally
Stars
9
stars earned across public repos
Notebooks
Kaggle notebooks published

The short version.

The working style, the pipeline behind every project, and what I'm exploring next.

I work as a full-stack data scientist — the kind who stays with a problem after the model runs, until it is somewhere a real person can open it.

So most of what is on this page started as a messy public dataset and ended as a deployed app. Along the way I keep the notebooks teaching-style, because a result nobody can follow is not finished.

That habit is what got me recognised on Kaggle as a Notebook Expert, and it is why I lean toward work that is visually satisfying as well as technically sound.

Currently exploring LLM fine-tuning Diffusion models Vector databases MLOps

How a project actually goes

  1. Gather

    Public APIs, scraped pages, competition data.

  2. Clean

    The unglamorous 80% — joins, nulls, text, images.

  3. Model

    Bake off a dozen architectures, not one favourite.

  4. Evaluate

    Cross-validation and leaderboards decide, not vibes.

  5. Ship

    Flask and Streamlit apps on Render — live links below.

What I work with.

Nothing listed on faith — hover any tag to see exactly which projects used it.

Skill profile ? Self-assessed proficiency. Each score reflects depth of use: number of projects, years of practice, and how central the skill is to my day-to-day work. Not a benchmark — a personal snapshot.

Relative proficiency across the domains I use most. The shape tells the story.

  • Python92
  • ML / Deep Learning88
  • Tools & workflow86
  • Computer vision80
  • Data engineering78
  • Web & apps74

Languages

Python C++ C MySQL HTML CSSCSS

Frameworks & ML

TensorFlow Keras Scikit-learn Flask OpenCV Streamlit

Data & Viz

NumPyNumPy PandasPandas PlotlyPlotly MatplotlibMatplotlib Seaborn BeautifulSoup

Tools & Env

GitGit VS CodeVS Code ColabColab KaggleKaggle AnacondaAnaconda JupyterJupyter

What I've been up to.

Public work across Kaggle and GitHub — competitions, notebooks, and shipped repos.

Kaggle

@blamerx · he/him
Connecting
of —
Notebooks
Datasets
Competitions
Discussions
silver
bronze
best rank
Source: kaggle.com/blamerx View profile

GitHub

@BlamerX
Connecting
public repos
followers
stars earned
Last 6 repositories shipped
Source: github.com/BlamerX View profile

Languages

@BlamerX public repos
Connecting
Source: api.github.com All repositories

Milestones so far.

The moments that changed what I can build — each with what it actually produced.

  1. 2024

    Graduated B.Tech

    Education

    Kalinga Institute of Industrial Technology

    8.54 CGPA

    Outcome → Left with the full data → model → deploy workflow used by every project on this page.

  2. 2024

    Kaggle Notebook Expert

    Achievement

    Reached the expert tier in Kaggle's Notebooks division

    Shipped → Teaching-style kernels behind the Skin Cancer, Sign Language, and Playground S6E3 projects below.

  3. 2023

    Data Science Intern

    Experience

    Celebal Technologies · Python, ML, Flask, Web Scraping

    470+ cities scraped 2.3 MSE +40% clarity

    Shipped → The live AQI predictor — scraping, 10+ model bake-off, Flask app deployed on Render (see the AQI build below).

  4. 2020

    Started B.Tech at KIIT

    Education

    Computer Science & Communication Engineering · Bhubaneswar

  5. 2019

    Completed Class XII

    Education

    BIE Andhra Pradesh Board

    7.46 CGPA
  6. 2017

    Started Class XII

    Education

    FIITJEE Junior College · Visakhapatnam

Things I've built.

Filter by area, open a card for the code — every Deep dive covers the decisions and metrics behind it.

Portrait Generation with GANs

Deep Learning · Generative

A GAN pitted generator against discriminator over 10k+ WikiArt paintings until its portraits blend into the source gallery.

Match
80%
PythonTensorFlowKerasGANWikiArt

Skin Cancer Classification

Computer Vision · Medical

DenseNet121 classifier for 7 skin-disease classes across 9,000+ dermoscopic images, crossing 90% accuracy with heavy augmentation.

Accuracy
90%+
TensorFlowDenseNet121OpenCV

Stock Price Prediction

Web App · Time Series
Live

A deployed Streamlit app that forecasts the next 5 trading days for any Yahoo Finance ticker with an LSTM trained on historical price data.

Forecast
5 days
PythonStreamlitPlotlyYfinance

AI Resume Screener

NLP · Automation
Live

Parses uploaded resumes, classifies them by skill domain with an NLP pipeline, and ranks candidates against a job description for first-round screening.

Ranking
Auto
PythonNLPScikit-learnStreamlit

Sign Language Detection

Computer Vision · Classification

CNNs over ASL digit key-points and ISL alphabet images, with EDA across both sign languages — reaching 100% classification accuracy on the digit set.

Accuracy
100%
PythonOpenCVCNNTensorFlow

AQI Prediction Pipeline

Web App · Gradient Boosting
API

Flask app that predicts AQI for Indian cities from scraped real-time pollutant data — benchmarked 10+ models (XGBoost, LightGBM, CatBoost) and serves health advisories.

Models
10+
PythonFlaskXGBoostLightGBMCatBoost

Kaggle Playground Solutions

Competitive ML · Tabular

Season 6 Playground builds — EV interest, F1 pit stops, irrigation need — logged over 140 experiments of stacking, pseudo-labelling and knowledge distillation.

Experiments
140+
PythonXGBoostLightGBMCatBoost

BirdCLEF+ 2026

Audio ML · Kaggle Competition

Identifies bird and frog species from Pantanal wetland soundscapes — linear probes trained on Perch v2 embeddings, iterated through six logged model versions.

Species
650+
TensorFlowPerch v2AudioROC-AUC

Age & Gender Predictor

Computer Vision · Regression

Two CNN models estimating age (0–116) and gender from 20,000+ UTKFace faces, shipped as reusable .h5 models with a combined prediction notebook.

Faces
20k+
KerasCNNUTKFaceOpenCV

Fake News Detection

NLP · Classification

Neural text classifier over 40k+ labelled real vs fake articles, with word-cloud EDA and full precision, recall and confusion-matrix evaluation.

Articles
40k+
TensorFlowKerasNLTKPlotly

Awards & certificates.

Each card's deep dive says what was actually built or covered — not just the logo.

  • Kaggle Notebook Expert

    Kaggle

    Earned for consistently high-quality, well-documented notebooks — the full numbers are in the Activity section above.

    Notebooks division
  • Data Analytics Consulting

    KPMG

    Virtual internship programme covering data analytics consulting workflows and deliverables.

    Data analytics · Consulting
  • AI Classroom Series

    Microsoft

    June session covering foundational AI concepts, Azure ML, and responsible AI practices.

    AI · Azure ML
  • Other Certificates

    Multi

    Certification covering core topics from basics to advanced concepts with practical applications.

    AI · ML · DL · DA · ETC.