SkillWise — AI Career Ingestion Engine
AI & MLAI-powered career ingestion engine & 6-month hyper-personalized learning path generator.
infoProject Overview
SkillWise is an AI-powered career transition intelligence platform. By parsing engineering resumes (PDF text layer extraction via PyMuPDF + Tesseract OCR fallback) or structured LinkedIn JSON data exports, SkillWise conducts programmatic skill gap detection against target career goals. It queries multi-provider LLMs (Gemini, Claude, GPT-4o, Groq, Ollama) to produce hard/soft skill matrices, runs ad-hoc job simulation matching, visualizes dynamic Plotly Gantt learning timelines, and tracks milestone completion natively with local state storage.
layersTechnology Stack
auto_awesomeKey Features
9 HighlightsMulti-Format Resume Ingestion
Programmatic text extraction from PDF resumes via PyMuPDF (fitz) with automatic pytesseract OCR fallback for scanned image resumes.
LinkedIn Profile Data Ingestion
Explicit dictionary mapping and traversal routines parsing comprehensive LinkedIn profile JSON exports (experience, timeframes, certifications).
Contextual Skill Gap Matrix
Zero-shot LLM evaluation extracting hard/soft skill requirements instantly from high-level targeting statements (e.g., 'AI Engineer').
Narrative Gap Assessment
Comparative analysis against ideal candidate profiles to identify missing architectural competencies, design patterns, and system exposure.
Dynamic Gantt Visualizations
Translates temporal learning schedules directly into interactive, color-coded Plotly Express Gantt timeline charts.
Job Role Simulation Matching
Instant ad-hoc pairing of user resumes against arbitrary job descriptions to compute percentage fit ratings and match metrics.
Targeted Remediation Plans
Generates customized 6-month learning paths specifically tailored to neutralize deficiencies found in target job descriptions.
Multi-Provider LLM Engine
Unified llm_helper.py supporting Google Gemini, OpenAI, Anthropic Claude, Groq, Ollama (Local), OpenRouter, xAI Grok, and Mistral.
Persistent Session & Workspace
Lightweight filesystem tracking layer with session IDs to auto-reconcile state indices, active roadmap pinning, and JSON exports.
playlist_add_checkQuick Start & Setup Guide
$git clone https://github.com/sizwinz/SkillWise.git && cd SkillWise && python -m venv .venv$source .venv/bin/activate # On Windows: .venv\Scripts\activate
pip install -r requirements.txt$echo GEMINI_API_KEY=your_actual_api_key_here > .env$streamlit run app.pySupports Google Gemini, OpenAI, Claude, Groq, and local Ollama runtimes.