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nehavaleti/README.md

πŸ‘‹ Hi, I'm Neha Valeti!

πŸŽ“ Graduate Student | Data Science, Analytics, and Engineering @ Arizona State University
πŸ€– Aspiring Data Scientist | ML Engineer | AI Explorer


πŸš€ About Me

I am a driven and analytical data enthusiast passionate about transforming data into impactful solutions. With hands-on experience in Data Science, Machine Learning, and AI, I specialize in extracting insights, optimizing models, and delivering actionable outcomes.

  • πŸ” Exploring advanced topics in Statistical Machine Learning, NLP, Deep Learning, and Cloud AI
  • πŸ€– Currently diving into Agentic AI, Retrieval-Augmented Generation (RAG), and Generative AI, building innovative projects while upskilling through specialized courses
  • 🀝 Open to collaborations on data-driven projects, AI research, or cutting-edge ML applications
  • πŸ› οΈ Skilled in Python, SQL, Tableau, Power BI, Google Cloud Vertex AI, and more
  • πŸ“ Published researcher in Machine Learning Applications in Cloud Forensics
  • 🎯 Actively seeking opportunities in Data Science, ML Engineering, and AI Research

πŸ“‚ Portfolio & Projects: GitHub - nehavaleti
πŸ“¨ Contact: nvaleti1@asu.edu, valetineha9@gmail.com | LinkedIn


πŸ’‘ Featured Projects

πŸ”Ή T&C Digest | GPT-4 Mini, Flask

NLP LLM Hackathon

HackSoda’24 – πŸ₯‰ 3rd Place (Online Safety Track)

πŸ“„ View Details
  • Engineered a Chrome Extension leveraging GPT-4 Mini API to summarize legal documents, reducing reading time by 70%.
  • Built a Flask backend for instant processing and real-time delivery of simplified terms & conditions.
  • Enhanced accessibility of legal content for non-expert users through concise, high-accuracy NLP pipelines.

πŸ”Ή NYC Taxi Demand Prediction | Python, Scikit-learn, Tableau

Predictive Analytics EDA

πŸ“„ View Details
  • Achieved 90% prediction accuracy using Random Forest & Linear Regression to forecast taxi demand across NYC boroughs.
  • Conducted EDA on millions of ride records to identify temporal & spatial demand patterns.
  • Designed an interactive Tableau dashboard to optimize taxi allocation and reduce wait times.

πŸ”Ή Tea Leaf Disease Classification | PyTorch, MobileNetV2

Deep Learning Computer Vision

πŸ“„ View Details
  • Developed an ensemble model (SVM + Random Forest) on MobileNetV2 features to achieve 95%+ accuracy.
  • Preprocessed large image datasets for model training and evaluation.
  • Enabled early disease detection for improved crop yield and agricultural efficiency.

πŸ”Ή Real-Time Graph Analytics Pipeline | Python, Kafka, Neo4j, Docker, Kubernetes

Streaming Data Big Data

πŸ“„ View Details
  • Built a real-time streaming pipeline ingesting 500K+ urban transport edges from NYC taxi trip data.
  • Applied PageRank and BFS algorithms in Neo4j to detect high-impact traffic nodes.
  • Maintained 95% system uptime using containerized microservices orchestrated with Kubernetes.

πŸ”Ή LLM-Powered Book Recommendation Engine | LangChain, GPT-4, FAISS, Gradio, ChromaDB

RAG Recommender Systems

πŸ“„ View Details
  • Designed a RAG system integrating GPT-4 for personalized book recommendations.
  • Indexed 1,000+ books using FAISS & ChromaDB, leveraging emotion-driven embeddings for contextual relevance.
  • Increased recommendation relevance by 65% via fine-tuned vector search and semantic filtering.

πŸ”Ή Customer Churn Analysis Dashboard | Power BI, DAX

BI Data Visualization

πŸ“„ View Details
  • Built an interactive BI dashboard to analyze churn trends in the telecom sector using DAX-calculated KPIs.
  • Highlighted at-risk customer segments by contract type, payment method, and tenure.
  • Provided data-driven retention insights, improving stakeholder decision-making.

➑️ More projects on my GitHub


πŸŽ“ Publications

  • Applications of Machine Learning in Cloud Forensics
    IEEE Xplore | Read Here

πŸ’» Tech Stack

Languages and Tools:

aws azure bootstrap css3 d3js django docker express figma flask git hadoop heroku html5 java javascript kafka kubernetes linux matlab mongodb mysql nextjs nodejs opencv pandas php postgresql python pytorch react reactnative redux scikit_learn seaborn selenium sqlite tensorflow


🌱 Currently Exploring & Building

  • πŸ€– Agentic AI – Architecting autonomous AI agents with planning, reasoning, and adaptive decision-making capabilities for real-world tasks.
  • πŸ“š Retrieval-Augmented Generation (RAG) – Advancing context-aware LLM systems by integrating real-time knowledge retrieval and semantic search.
  • πŸ–Ό Computer Vision & Bioinformatics – Applying deep learning in Kaggle competitions to tackle medical imaging and bioinformatics challenges.
  • ✨ Generative AI – Experimenting with LLM fine-tuning, prompt engineering, and multimodal AI to deliver domain-specific solutions.
  • βš™οΈ Scalable Data Pipelines – Building Kubernetes + Kafka + Neo4j pipelines for real-time graph analytics and complex query execution (CSE 511 Project).

πŸ† Achievements

  • πŸ₯‰ 3rd Place - HackSoda24 (Online Safety Track) for developing T&C Digest
  • 🎀 Volunteer at ASU’s International Students and Scholars Center, supporting cultural & career events

πŸ“ˆ GitHub Stats

nehavaleti's Stats nehavaleti's Streak nehavaleti's Top Languages

✨ "Turning Data into Decisions, and Ideas into Impact."

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