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shivareddy2002/README.md


πŸ‘‹ Hi, I'm Lomada Siva Gangi Reddy [ 🌐 Visit My Portfolio ]

  • πŸŽ“ B.Tech in Computer Science & Engineering (Data Science) β€” RGMCET (2021–2025) | CGPA: 8.3
  • πŸ“ˆ Aspiring Data Scientist / Data Analyst passionate about AI, ML, and Data Analytics
  • πŸ’Ό Skilled in Python, SQL, Power BI, Excel, ML, DL, Visualization
  • πŸ“ Based in Andhra Pradesh, open to opportunities in Hyderabad, Bengaluru, Chennai, Pune
  • 🌱 Currently exploring Advanced Deep Learning & End-to-End ML Pipelines

πŸ› οΈ Tech Skills

  • Programming : Python β€’ SQL β€’ Java β€’ C β€’ R β€’ HTML β€’ CSS
  • Data Science & AI : Data Preprocessing β€’ Data Visualization β€’ Data Analytics β€’ Machine Learning β€’ Deep Learning
  • Tools : Excel β€’ MySQL β€’ Power BI β€’ Jupyter Notebook β€’ VS Code
  • Libraries & Frameworks : Numpy β€’ Pandas β€’ Matplotlib β€’ Seaborn β€’ TensorFlow β€’ Keras β€’ Scikit-learn
  • Soft Skills : Teamwork β€’ Problem Solving β€’ Communication β€’ Quick Learning β€’ Time Management

πŸ“Œ Current Focus & Learning

  • πŸš€ Building AI/ML projects with clean MLOps-style structure
  • 🌐 Deploying ML models with Streamlit / FastAPI
  • 🧠 Diving deeper into **Deep Learning** , **Computer Vision** and **NLP**
  • πŸ“š Practicing DSA & SQL on LeetCode / GFG regularly

πŸš€ Featured Projects

  • Developed CNN + LSTM + Decision Tree + Random Forest models on bioristor IoT sensor data
  • Predicted plant water stress levels to enable smart irrigation & water conservation
  • Tools: Python β€’ TensorFlow β€’ Scikit-learn β€’ Pandas β€’ Matplotlib
  • πŸ“‘ Published in Periodico di Mineralogia (DOI: 10.5281/zenodo.15047038)

  • Built a CNN-based deep learning model to classify rice grain varieties from images
  • Predicted Arborio, Basmati, Ipsala, Jasmine, Karacadag with confidence scores
  • Developed an interactive Streamlit web app for real-time predictions
  • Tools: Python β€’ TensorFlow/Keras β€’ Streamlit β€’ NumPy β€’ Matplotlib

  • Built a GRU-based RNN to generate text sequences from a custom corpus
  • Features seed text input, beam search, and interactive Streamlit web app for real-time text generation
  • Efficient lightweight architecture with fewer parameters than LSTMs for faster training
  • Tools: Python β€’ TensorFlow/Keras β€’ Streamlit β€’ NumPy β€’ Pandas β€’ Matplotlib

  • Built an interactive chatbot to retrieve real-time information from Wikipedia
  • Integrated Wikipedia API for knowledge extraction
  • Tools: HTML β€’ CSS, JavaScript β€’ API integration
  • πŸ“š Useful for educational assistance & quick knowledge queries

  • Analyzed restaurant dataset to identify patterns in ratings, food types, and pricing
  • Built visualizations for customer preferences and restaurant performance evaluation
  • Tools: **Python β€’ Pandas β€’ NumPy β€’ Matplotlib β€’ Seaborn β€’ Scikit-learn β€’ Streamlit **
  • πŸ“ˆ Delivered actionable insights on customer preferences, city-level trends, and restaurant performance.

πŸ“‘ Project Summary Table

πŸš€ Project πŸ“ Description πŸ›  Tech Stack πŸ”— Links
🌱 Water Stress Prediction Predicted water stress using CNN+LSTM+ML on IoT data Python, TensorFlow, Sklearn Demo
🌾 Rice Type Classifier Classified rice varieties with CNN and Streamlit app Python, Keras, Streamlit Demo
πŸ“ Text Generation GRU-based RNN for sequence generation with beam search Python, TensorFlow, Streamlit Demo
πŸ€– Word Search Chatbot Interactive chatbot using Wikipedia API HTML, CSS, JS, API Demo
πŸ“Š Zomato Dashboard Data analysis & visualizations for restaurant insights Python, Pandas, Seaborn Demo


πŸ“‘ Publications


πŸ† Certifications

  • βœ… Machine Learning Internship β€” SkillDzire
  • βœ… Java Full Stack Development β€” Wipro TalentNext
  • βœ… SQL β€” Programming Hub
  • βœ… Big Data & Hadoop β€” edX
  • βœ… Data Science Guided Path β€” Coding Ninjas

πŸ… Achievements & Extras

  • πŸ† Certificate of Merit β€” Naukri Campus Young Turks (Top 93.91 percentile)
  • 🎯 HackerRank: Python, Java, SQL (5⭐ each)
  • πŸ’» Solved 50+ coding problems on LeetCode & GeeksforGeeks
  • πŸ“š Published research paper in an international journal (2025)

πŸ“Š GitHub Stats & Activity


🌐 Connect with Me

πŸš€ Open to collaborations in Data Science, AI & ML Projects!

Thank you for visiting my GitHub! 🌟 Check out my projects, connect with me, and let's collaborate! 🀝

Pinned Loading

  1. GRU-Text-Generation GRU-Text-Generation Public

    Text Generation using a GRU-based Deep Learning model with an interactive Streamlit interface.

    Jupyter Notebook

  2. classification-and-forecasting-of-water-stress-in-tomato-plant classification-and-forecasting-of-water-stress-in-tomato-plant Public

    Streamlit web app for classification and forecasting of water stress in tomato plants using Bioristor data and deep learning models.

    Jupyter Notebook

  3. rice-grain-classifier rice-grain-classifier Public

    A CNN-powered rice grain classifier that accurately identifies different rice varieties using deep learning and Streamlit.

    Jupyter Notebook

  4. Word-Search-Chatbot-Using-Wikipedia- Word-Search-Chatbot-Using-Wikipedia- Public

    PICTOPEDIA – An interactive word-search chatbot powered by the Wikipedia API. Search terms, get instant info, and chat in real time.

    JavaScript

  5. Zomato-Data-Analysis-Using-Python Zomato-Data-Analysis-Using-Python Public

    Jupyter Notebook

  6. shivareddy2002 shivareddy2002 Public

    Config files for my GitHub profile.