Skip to content
View MOHAMMED-GHANIM-SIDDIQUI's full-sized avatar
2 followers · 1 following

Achievements

Achievement: Pull SharkAchievement: Quickdraw

Achievements

Achievement: Pull SharkAchievement: Quickdraw

Block or report MOHAMMED-GHANIM-SIDDIQUI

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
MOHAMMED-GHANIM-SIDDIQUI/README.md

🌊 Data • Systems • Decisions

🌊 about

data scientist + analytics engineer

→ building analytics and ML systems that turn messy data into usable decisions
→ strongest zones: healthcare analytics, customer intelligence, NLP, dashboards
→ mentored 1800+ working professionals globally
→ current focus: applied AI systems with clean pipelines, useful metrics, and decision-ready UX

🌊 what drives my work

🧠 system thinking (end-to-end workflow)

📊 data layer EDA · feature engineering · data cleaning · SQL · data quality
🤖 modeling layer classification · clustering · forecasting · scoring · evaluation
💬 intelligence layer NLP · embeddings · semantic similarity · image captioning · retrieval
📈 decision layer dashboards · work queues · KPI systems · storytelling → action
🗄️ engineering layer SQLite · Python packages · tests · CI/CD · deployment workflows
⚙️ execution GitHub · Streamlit · GitHub Pages · reproducible documentation

🔎 featured decision systems

systems built across analytics, machine learning, NLP, and applied AI
designed for real impact, not just demonstration

project what it solves stack / proof
Healthcare Claims Intelligence · live PMPM, readmissions, HCC/RAF-style risk, FWA review, high-cost member scoring Python · pandas · scikit-learn · SQLite · Plotly · pytest · GitHub Pages
Claims Denials Revenue Cycle Analytics · live Denial prevention, appeal prioritization, payer friction, underpayment discovery Python · ML scoring · SQLite marts · data dictionary · model cards · CI/CD
Provider Network Value-Based Care Analytics · live Provider benchmarking, ACO performance, quality scoring, contracting strategy Python · scoring logic · custom CSV ingestion · tests · GitHub Pages
Customer Intelligence Platform · live Segmentation, churn prediction, revenue forecasting, retention action planning Streamlit · scikit-learn · KMeans · churn scoring · CSV upload
Quora Duplicate Question Detector Detects semantic duplicate questions with engineered NLP features and embeddings Sentence Transformers · XGBoost · 777 features · F1 0.8041 · ROC-AUC 0.9269
AI Caption Studio · live Captions images, videos, and live camera frames with optional narration BLIP · PyTorch · Hugging Face · OpenCV · WebRTC · gTTS

🧠 philosophy

1. understand the real problem
2. identify signal, ignore noise
3. define metrics that matter
4. build simple before complex
5. apply ML only when useful
6. deliver something usable

⚙️ the stack behind it

🧾 data layer

🧹 processing + analytics

📊 analytics & BI

🤖 machine learning

🧠 deep learning & NLP

🚀 deployment & apps

⚙️ system foundation

🧩 proof of work

→ deployed analytics apps across healthcare, customer intelligence, NLP, and productivity
→ built projects with data pipelines, scoring logic, dashboards, tests, docs, and deployment
→ documenting DSA patterns through a daily LeetCode journal
→ learning focus: applied AI, ML systems, analytics engineering, and production-ready storytelling

📊 GitHub Performance

🌱 problem solving

→ solving DSA problems with focus on patterns
→ breaking problems before coding
→ optimizing for clarity and efficiency
→ treating every solution as interview revision material

🤝 Connect

Good analysis explains. Great analysis drives decisions.

Pinned Loading

  1. End-to-End-Python-Pandas-Data-Analysis-and-Dashboard-with-Streamlit End-to-End-Python-Pandas-Data-Analysis-and-Dashboard-with-Streamlit Public

    Customer churn analysis dashboard with schema validation, Pandas KPIs, Matplotlib visuals, setup docs, and Streamlit UI.

    Jupyter Notebook

  2. RAG_MODEL RAG_MODEL Public

    Indian Constitution RAG chatbot using LangChain, FAISS, Hugging Face embeddings, Groq, Streamlit, and reproducible index building.

    Jupyter Notebook

  3. sarcasm-finder-NLP-PROJECT sarcasm-finder-NLP-PROJECT Public

    NLP sarcasm detection app for text and uploaded documents with Streamlit, modular inference, document extraction, and model artifacts.

    Python 2

  4. DAILY-_DSA_Q_LEETCODE DAILY-_DSA_Q_LEETCODE Public

    Daily DSA and LeetCode journal organized by patterns, with problem notes, complexity analysis, edge cases, and interview takeaways.

    Python 2

  5. real-time-img-caption-gen-BLIP real-time-img-caption-gen-BLIP Public

    AI Caption Studio: Streamlit app for captioning images, videos, and live camera frames with BLIP, PyTorch, OpenCV, WebRTC, and gTTS narration.

    Python 2

  6. quora-duplicate-detector-improved quora-duplicate-detector-improved Public

    End-to-end NLP app for Quora duplicate question detection using Sentence Transformers, engineered similarity features, XGBoost, and Streamlit.

    Jupyter Notebook 2