Data Science Portfolio

BaharÇakır

computer vision  ·  machine learning  ·  data science

PyTorchComputer VisionPythonFullstack
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Interactive previews, not live deployments. These demos are simplified simulations built to illustrate each project's core idea — real models, real data, and full system behaviour live in the linked repositories.

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Buoy Detection Pipeline

Model

YOLOv8s

Seg

SAM2-B

Classes

6

Conf

0.40

Water Quality Classifier
pH
7.10
Hardnessmg/L
196
Solids (TDS)ppm
20790
Chloraminesppm
7.10
Sulfatemg/L
333
ConductivityμS/cm
426
Organic Carbonppm
14.30
Trihalomethanesμg/L
66.40
TurbidityNTU
3.99

Algorithm

Random Forest

Tuning

RandomizedSearchCV

Features

9 physicochemical

Target

Binary (0 / 1)

Samples

3,276

Imputation

Mean fill

Hardness out of safe range (60180 mg/L)
Solids (TDS) out of safe range (5001000 ppm)
Chloramines out of safe range (04 ppm)
Semantic Book Recommender

Describe a story, theme, or feeling

semantic embeddings · emotion detection · vector search

Beverage Container Detection

Click Start Stream to begin detection

Conf
0.50
YOLOv8nFastAPIWebSocketDocker
Inference benchmarks

avg

p95

p99

model

6.5MB

classes

3

03 — Certificates

Credentials & Learning

AWS - Cloud Practitioner

Amazon2025

BTK Akademi - Makine Öğrenmesi Uygulamaları

BTK2026

BTK Akademi - PyTorch ile Derin Öğrenme Uygulamaları

BTK2026

04 — Let's Talk

Let's build
something beautiful.

Open to full-time roles, research collaborations & freelance projects

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