04 / CASE STUDY2022 — 2025
Machine-learning solutions
End-to-end machine-learning delivery spanning raw data preparation, model development, evaluation, software integration, and production maintenance.
Client / OrganizationPawangTech · Haris Dev
RoleData & Software Engineer
Year2022 — 2025
Useful model behavior depends on clean, traceable data and careful integration into a product—not training in isolation.
CONTRIBUTION
Prepared and validated datasets, trained and fine-tuned models, evaluated performance, and integrated models into selected applications.
OUTCOME
Built documented data workflows, evaluated model performance, and connected selected machine-learning capabilities to full-stack applications.
CAPABILITIES
What the work involved.
- 01Data cleaning and validation
- 02Data preprocessing
- 03Model training
- 04Fine-tuning
- 05Performance evaluation
- 06Application integration