Likhitha Mani Mandlem
Open to work0 years experienceAI/ML Engineer
AI/ML Engineer | GenAI & MLOps Enthusiast
Standing Rank
Rank Not Available
Developer Badges
Skills & Technologies
28 skillsWork Experience
Work Experience Not Populated
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Projects
AI Legal Contract Analyzer
View Project- Built an AI-powered legal contract analyzer using RAG with Llama 3.3 70B for summarization, clause extraction, and risk detection.
- Enhanced response accuracy using ChromaDB vector retrieval with grounded context and source citations.
- Engineered and deployed the full-stack application using FastAPI, Docker, and Streamlit Cloud.
ML Pipeline Monitoring Platform
View Project- Engineered an automated end-to-end ML pipeline covering data ingestion, preprocessing, model training, and monitoring using Python and Scikit-learn.
- Integrated MLflow for experiment tracking; achieved R² score of 0.626 and set up CI/CD using GitHub Actions.
- Automated data drift detection using Evidently AI for continuous production model monitoring.
Production RAG Assistant
View Project- Built a scalable RAG assistant with query re-ranking and CrossEncoder re-ranking for boosted retrieval relevance.
- Designed multi-document semantic search using Pinecone vector database and BAAI embeddings.
- Enabled real-time streaming responses with source citations and LangSmith tracing for full observability.
Leaderboard Standings
Leaderboard Position Pending
Global test scores, peer standing percentiles, and algorithm leaderboard ranks are updated dynamically.
Assessment Highlights
Assessments Not Completed
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AI Collaboration Score
AI Collaboration Score Pending
Developer coding behavior, assistant cooperation, and AI pair-programming indicators are evaluated during live coding sessions.
Role Compatibility Profile
Role Compatibility Analysis Pending
Custom matching reports, candidate role compatibility percentiles, and core engineer strength profiles are processed once conceptual code screenings are complete.
Achievements
Leadership Experience
Organized 2+ national fests through CONNECT, KL University's leadership body, engaging over 1,000 students.
About Details
Professional Bio
AI/ML Engineer with hands-on experience building RAG applications, MLOps pipelines, and GenAI solutions using FastAPI, MLflow, Docker, LangChain, and vector databases.
B.Tech in Internet of Things
KL University, Vijayawada (2021 - 2025)