AI Video Learning Analysis Platform need Web Development
Contact person: AI Video Learning Analysis Platform
Phone:Show
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Location: Indore, India
Budget: Recommended by industry experts
Time to start: As soon as possible
Project description:
"### **Project Title:**
AI-Powered Lecture Video Analyzer: Bilingual Transcription, Summarization & Adaptive Quiz Generator
---
### **Project Overview:**
I'm building a **web-based educational platform** where students can upload lecture videos (MP4, AVI, or MKV) and receive:
1. A bilingual, timestamped transcript in **English and Hindi**
2. A concise, multi-paragraph summary of the video content
3. An **auto-generated quiz set** (multiple-choice + short answer), in English, that adapts to each student's level
In addition, the platform should feature:
* A **student dashboard** where users can track their performance history, quiz attempts, progress over time, and revisit all past uploads
* An **admin/teacher panel** to download transcripts, summaries, or question sets
---
### **Project Flow & Required Features:**
**1. Video Upload & Storage**
* Upload lecture videos in MP4, AVI, MKV format
* Store videos securely (cloud storage preferred - e.g., AWS S3, Firebase, etc.)
**2. Speech-to-Text Engine**
* Detect the lecture language (Hindi or English) automatically
* Generate accurate transcripts in both **original language** and **translated form**
* Include **timestamps aligned with sentences or speaker turns**
* Transcription accuracy should match or exceed **Whisper-large benchmark WER**
**3. Summary Generator**
* Use modern NLP (e.g., Hugging Face Transformers, GPT) to generate a **multi-paragraph educational summary**
* Summary should cover every **key teaching point**
* **Word count ≤ 15% of the original transcript**
**4. Quiz Generator**
* Generate **10+ quiz questions per 15 mins of video**
* Question types: Multiple-choice, short answer
* Questions must be in **English**, regardless of original lecture language
* Include metadata: Bloom’s taxonomy level (e.g., Remember, Understand, Apply)
**5. Unified Front-End Display**
* Students can:
* Watch the lecture
* View and download transcripts
* Read the summary
* Take quizzes on the same page
* Smooth, responsive UI/UX (mobile + desktop)
**6. Student Dashboard**
* Each student has a profile with:
* Upload history
* Quiz scores & detailed performance
* Summary reviews
* Progress tracking over time
* Can access dashboard anytime from any device
**7. Admin / Teacher Panel**
* View platform-wide activity
* Download individual or bulk:
* Transcripts
* Summaries
* Quiz sets
---
### **Tech Stack Expectations:**
Open to your preferred tools, but the solution should integrate modern AI/NLP tools like:
* **Speech Recognition:** OpenAI Whisper, AssemblyAI, or similar
* **Translation / NLP:** Hugging Face Transformers, OpenAI GPT, LangChain, etc.
* **Backend:** Node.js / Python / FastAPI / Django
* **Frontend:** React / [login to view URL] / Vue.js
* **Storage:** AWS S3 / Firebase / Supabase
* **Database:** PostgreSQL / MongoDB
* **Authentication:** OAuth, JWT, or Firebase Auth
All code should be:
* **Well-documented**
* **Modular and maintainable**
* With **README instructions** for local and cloud deployment
---
### **Performance Requirements (Acceptance Criteria):**
**Transcription Accuracy**: Comparable to Whisper-large benchmark (low WER) for both English and Hindi
**Summary Compression**: Key points covered in ≤ 15% of original transcript word count
**Quiz Quantity & Quality**: 10+ questions per 15 min of video, Bloom’s-tagged
**Pipeline Speed**: Full process (upload to quiz) completes in ≤ 1× video length on standard GPU (e.g., T4, A10G)
---
### **What I’m Looking For in Your Proposal:**
1. A brief intro and **1 relevant AI/NLP project** you’ve built (with a link or code sample if available)
2. Your **proposed tech stack and architecture** for this project
3. Estimated **timeline and cost**
4. Whether you’ll deliver:
* Frontend
* Backend/API
* AI/NLP components
* Deployment & documentation
---
Let’s build a platform that turns any lecture video into an interactive, intelligent study companion for students." (client-provided description)
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