PRODUCTION REPOSITORIES & BENCHMARKS

Applied AI, Deep Learning & Pipeline Portfolio

Explore complete computational workflows from exploratory data analysis to production model training, telemetry verification, and API deployment.

Deep Learning
Production Ready
ViT-B/16 + Swin Attention
Multi-Modal Medical Vision Transformer
Self-supervised ViT framework engineered for high-precision diagnostic anomaly detection across radiographic scans.

Accuracy

99.2%

F1-Score

0.988

Latency

18ms

PyTorchTransformersCUDAFastAPI
Machine Learning
Production Ready
LightGBM + Optuna Ensemble
Algorithmic Market Volatility Predictor
High-frequency time-series forecasting model combining gradient boosted trees with customized Bayesian hyperparameter optimization.

Accuracy

94.6%

F1-Score

0.932

Latency

4.2ms

PythonLightGBMPandasDocker
NLP & LLMs
Trained & Evaluated
Llama-3-8B-Instruct + Qdrant Vector DB
Retrieval-Augmented Neural Code Assistant
Domain-specific semantic search and generation engine for automated syntax validation and code refactoring suggestions.

Accuracy

96.1%

F1-Score

0.954

Latency

42ms

PyTorchHugging FaceLangChainQdrant
Data Pipelines
Production Ready
Apache Spark + XGBoost Survival
Distributed Customer Churn & Lifetime Engine
End-to-end automated ETL pipeline and survival analysis model streaming user event logs to calculate dynamic churn probability.

Accuracy

92.8%

F1-Score

0.915

Latency

85ms

Apache SparkSQLXGBoostAirflow
Deep Learning
Benchmark Model
YOLOv8-Nano TensorRT INT8
Edge Autonomous Object Detection Suite
Quantized neural network architecture optimized for sub-millisecond edge inference on embedded robotics hardware.

Accuracy

91.4% mAP

F1-Score

0.897

Latency

6.8ms

TensorRTOpenCVPyTorchC++
NLP & LLMs
Trained & Evaluated
BioBERT + BiLSTM-CRF
Clinical NLP Entity & Relation Extractor
Hierarchical transformer pipeline extracting biomedical entities and medication dosage relations from unstructured medical text.

Accuracy

95.7%

F1-Score

0.962

Latency

26ms

Hugging FacespaCyScikit-LearnFastAPI

Interested in model architecture collaboration or custom benchmarks?

All training checkpoints, weight distributions, and Jupyter notebooks are documented.

Verified Accreditations

Certifications & Credentials

Rigorous technical assessments and industry-recognized certifications validating expertise across machine learning, cloud pipelines, and production data architectures.

6 Active Credentials100% Cryptographically VerifiableIndustry Standard Specializations
Cloud AIActive
Amazon Web Services
AWS Certified Machine Learning – Specialty

Core Competencies: SageMaker, Model Deployment, Feature Stores, Data Pipelines

Issued:Jan 2024
Valid Through:Jan 2027
ID:AWS-MLS-894210
Deep LearningActive
DeepLearning.AI & Coursera
Deep Learning Specialization

Core Competencies: Neural Networks, CNNs, RNNs, Transformers, Optimization

Issued:Nov 2023
Valid Through:Lifetime
ID:DL-AI-SPEC-77319
Machine LearningActive
Stanford Online & DeepLearning.AI
Machine Learning Specialization

Core Competencies: Supervised Learning, Unsupervised Learning, Recommenders, RL

Issued:Aug 2023
Valid Through:Lifetime
ID:STAN-ML-55204
Data EngineeringActive
Databricks
Databricks Certified Associate Data Engineer

Core Competencies: Apache Spark, Delta Lake, Medallion Architecture, ETL

Issued:Dec 2023
Valid Through:Dec 2025
ID:DB-DE-903144
Data ArchitectureActive
Meta & Coursera
Meta Database Engineer Professional

Core Competencies: PostgreSQL, MySQL, Query Optimization, Schema Modeling

Issued:Jun 2023
Valid Through:Lifetime
ID:META-DBE-12849
Applied AIActive
IBM
IBM Applied AI Professional Certificate

Core Competencies: Computer Vision, NLP, Watson APIs, Model Evaluation

Issued:Apr 2023
Valid Through:Lifetime
ID:IBM-AAI-66401

Continuous Learning & Certification Roadmap

Currently preparing for the Google Cloud Professional Machine Learning Engineer examination.

View Career Milestones