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🎵 While you're here, why not enhance your visit with a melodious twist? Tune into this enchanting Spanish AI Song. A perfect blend of technology and art. Enjoy the vibes! 🎷🎶
🌟 Crafting each piece of content is a journey that demands both time and passion. If you enjoy my work, consider supporting me on GitHub Sponsors 🚀
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👉 CONTACT ME! 👉 Book a Consultation, or use this Form 🚀
- ✅ Data Science, Analytics & ML: Python, NumPy, Pandas, TensorFlow, PyTorch, Scikit-learn, XGBoost, LightGBM
- ✅ AI: Langchain, LlamaIndex, Hugging Face, Transformers, Vector Databases
- ✅ Key Domains: Regression, Classification, NLP, LLM, RAG, Computer Vision, Neural Networks, Ensemble Methods, Clustering, Dimensionality Reduction
- ✅ Data Engineering: dbt, Terraform, SQL, BigQuery, PySpark, Databricks
- ✅ MLOps: MLflow, Prefect, Comet, Docker, Kubernetes
- ✅ DevOps: Pydantic, Ruff, Poetry, uv, Conda, Linux, Pytest, Pre-commit, Coverage, CI/CD
- ✅ APIs: Flask, FastAPI
- ✅ Apps: Streamlit, Gradio
- ✅ Cloud Platforms: GCP, AWS
- ✅ Version Control: Git
I write about Data Science, Machine Learning, and AI, covering topics such as end-to-end applications, LLMs, Retrieval-Augmented Generation (RAG), and optimization techniques. You can find my blogs on the following platforms:
Some of my blogs have been highlighted in the LlamaIndex Newsletter, GKE Newsletter, and the MLOps community:
- 📝 Find Your Code! Scaling a LlamaIndex and Qdrant Application with Google Kubernetes Engine
- 📝 Building a Serverless Application with AWS Lambda and Qdrant for Semantic Search
- 📝 Multimodal LLM with Qdrant and Gemini
- 📝 RAG App with AWS CDK, Qdrant and LlamaIndex
- 📝 Building a Multimodal LLM Application with PyMuPDF4LLM
💰 My end-to-end projects can be found in these repositories. Feel free to click ⭐ if you like them 😎
| Project Name | Main Libraries/Tools | Cloud Service | App | DevOps Best Practices |
|---|---|---|---|---|
| ML/MLOps | ||||
| MLOps Credit Default | Scikit-learn LightGBM MLflow Databricks |
AWS/Databricks | Experiment Tracking Model Registry Model/Data Monitoring Data Validation Linting Formatting Testing Error Handling Pre-Commit IaC CI/CD |
|
| Medical Insurance Costs Prediction | Scikit-learn TensorFlow Amazon SageMaker AWS Lambda Comet ML Flask |
AWS | Experiment Tracking Model Registry Model/Data Monitoring Model/Data Monitoring Linting Formatting Testing Error Handling Coverage CI/CD |
|
| Stroke Prediction | Scikit-learn XGBoost Amazon SageMaker AWS Lambda Amazon ECR Comet ML Flask Docker |
AWS | Experiment Tracking Model Registry Model Monitoring Containerization Testing Error Handling |
|
| Car Price Prediction | Scikit-learn TensorFlow MLFlow Prefect Flask Amazon ECR AWS Lambda Docker Grafana Terraform |
AWS | Experiment Tracking Model Registry Model Monitoring Orchestration Containerization Linting Formatting Testing Error Handling IaC CI/CD |
|
| Serverless API with AWS SAM | AWS SAM AWS Lambda AWS API Gateway Docker |
AWS | Containerization Error Handling IaC |
|
| Taxi Rides Prediction | Scikit-learn TensorFlow MLFlow Prefect FastAPI Docker |
GCP | Experiment Tracking Model Registry Model Monitoring Orchestration Containerization Error Handling |
|
| Music Clustering | Scikit-learn FastAPI Amazon ECR Docker |
AWS | Streamlit | Containerization CI/CD |
| Birds Classification | Pytorch | Gradio | ||
| Food Prediction | Scikit-learn TensorFlow OpenCV FastAPI Docker |
GCP | Streamlit | Containerization |
| LLM, RAG and Fine-tuning | ||||
| Serverless GenAI API with FastAPI, AWS, and CircleCI | OpenAI AWS SAM AWS Lambda AWS API Gateway AWS Secrets Manager FastAPI CircleCI |
AWS | Linting Formatting Testing Error Handling CI/CD |
|
| RAG Hybrid Search and Semantic Caching | Qdrant FastEmbed SPLADE Hugging Face Transformers |
Error Handling Linting Formatting |
||
| Multimodal Bill Scan System | AWS Bedrock AWS Lambda AWS DynamoDB AWS SQS/SNS AWS CDK Claude 3 Sonnet |
AWS | Error Handling Linting Formatting IaC |
|
| IaC in RAG Applications with Terraform | AWS Bedrock LangChain AWS Opensearch AWS Secrets Manager Terraform Titan |
AWS | Testing Error Handling Linting Formatting IaC |
|
| Scalable RAG in AWS with Fargate | OpenAI LlamaIndex Qdrant AWS CDK AWS Fargate Amazon ECR Amazon ECS AWS Secrets Manager FastAPI |
AWS | Testing Error Handling |
|
| RAG Deployment with Azure Functions | OpenAI LangChain Qdrant Azure Functions App |
Azure | Linting Formatting Testing Error Handling |
|
| Scalable RAG with Kubernetes | OpenAI LlamaIndex Qdrant Docker FastAPI GKE |
GCP | Streamlit | Containerization Linting Formatting Testing Error Handling CI/CD |
| Research Papers Semantic Search | OpenAI LangChain Qdrant Docker Amazon ECR AWS Lambda AWS API Gateway |
AWS | Streamlit | Containerization Linting Formatting Testing Error Handling |
| Video Summarization | Hugging Face Transformers Whisper Langchain ChromaDB |
Streamlit | Error Handling | |
| Multimodal RAG with Video Frames | Gemini LlamaIndex Qdrant |
|||
| Books Reranking Semantic Search | OpenAI LlamaIndex Deep Lake |
|||
| RAG Evaluation with Ragas | OpenAI Hugging Face Transformers Faiss LangChain Ragas |
|||
| PII RAG LlamaIndex Milvus | OpenAI Presidio LlamaIndex Milvus |
|||
| Multimodal RAG with PyMuPDF | OpenAI Qdrant LlamaIndex PyMuPDF |
|||
| Agentic RAG LlamaIndex Milvus | OpenAI Claude LlamaIndex Milvus |
|||
| Agentic RAG with LangChain | OpenAI Groq LangChain Pinecone |
|||
| Agentic RAG with CrewAI | OpenAI LangChain Qdrant CrewAI Agents |
|||
| Fine Tuning Gemma 2B | Hugging Face Transformers PEFT (LoRA/QLoRA) |
Hugging Face | ||
| Data Analysis + Modeling | ||||
| News Classification | Scikit-learn (Multinomial Naive Bayes) Tensorflow (CNN, RNN, feedforward) |
Streamlit | ||
| Breast Cancer Classification | Scikit-learn Spark |
IBM | ||
| Bank Churn Classification | Scikit-learn LightGBM XGBoost CatBoost |
|||
| Data Engineering | ||||
| Hotel Reviews | Prefect Spark SQL BigQuery dbt Terraform Looker |
GCP | Orchestration Linting Formatting Error Handling Pre-Commit IaC CI/CD |
|
| Air Quality Switzerland | Mage dbt SQL BigQuery Docker Terraform Looker |
GCP | Orchestration IaC Containerization CI/CD |
|
| Miscellaneous | ||||
| Gradio Application with Descope Authentication | Flask Descope |
Gradio | Error Handling | |
| Justicio Web Scraping | Beautiful Soup MySQL |
Error Handling | ||
| Docker + uv Benchmark | Docker FastAPI uv |
Error Handling | ||
| AWS S3 Buckets Deletion | AWS S3 | AWS | Error Handling |
