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AI Engineer with less than a year in ML, DL, NLP, and LLM-based applications.
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Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Results-driven AI Engineer with hands-on expertise in ML, DL, NLP, LLM-based applications, intelligent chatbots, and autonomous AI agents having built and deployed production-ready systems end-to-end. Passionate about leveraging cutting-edge AI to engineer scalable real-world solutions from data to deployment.
Symtera Technologies
AI Engineer
April 1, 2026 – Present
Lahore, Punjab, Pakistan
Elevvo Pathways
Machine Learning Intern
October 1, 2025 – November 30, 2025
India
DeVvibe
AI / Deep Learning Intern
January 1, 2025 – June 30, 2025
Multan, Punjab, Pakistan
Linkedin Lead Generation & Automation Agent
April 1, 2026 – Present
Architected a fully autonomous multi-agent system for end-to-end LinkedIn lead generation, qualification, and outreach requiring zero manual intervention. Agent pipeline scrapes LinkedIn profiles and company data using Playwright, extracts structured information, and feeds it into an LLM-based classification layer. Implemented a custom rule-based lead scoring engine where user-defined criteria (role, industry, company size, etc.) are evaluated by LLaMA & Claude Sonnet to rank and filter top prospects. Automated the full outreach cycle connection requests, personalized message generation, and follow-up communication driven entirely by agent logic with no human-in-the-loop. Built agent orchestration using LangGraph, enabling stateful multi-step workflows, inter-agent communication, and reliable execution across the scraping, ranking, and messaging phases. Currently in active development at the automation phase; system architecture and technical documentation finalized.
RAG-Based Intelligent Chatbot for Symtera Technologies
April 1, 2026 – Present
Built a production-ready RAG chatbot for Symtera Technologies by scraping the company website and converting it into a structured JSON dataset for domain-specific knowledge. Chunked documents and generated semantic embeddings using BAAI/bge-small-en-v1.5 (SentenceTransformers), stored and queried via ChromaDB vector database. Implemented auto junk-filtering, query-aware re-ranking, and topic-similarity detection using cosine similarity to maintain relevant context across multi-turn conversations. Integrated LLaMA 3.1 (via Groq API) as the LLM with prompt engineering and session-based memory management; deployed as a FastAPI REST service.
RAG-based Intelligent Chatbot using LangChain
September 1, 2025 – November 30, 2025
Developed a chatbot using LangChain and Retrieval-Augmented Generation (RAG) to provide context-aware and accurate responses. Implemented document retrieval pipeline using vector embeddings for efficient information extraction. Applied prompt engineering and memory management to maintain conversational context. Enabled the system to handle general, technical, and out-of-context queries effectively.
ECG Signal Classification using Deep Learning
September 1, 2025 – November 30, 2025
Designed a deep learning model to classify ECG signals into different heart conditions. Handled time-series signal preprocessing and model evaluation.
Twitter Sentiment Analysis using BERT
July 1, 2025 – September 30, 2025
Fine-tuned a pre-trained BERT model for sentiment classification on social media text. Applied NLP preprocessing and transformer-based modeling techniques.
Online Payment Fraud Detection System
January 1, 2025 – December 31, 2025
Built an end-to-end Machine Learning pipeline to identify fraudulent online transactions. Handled data preprocessing, categorical encoding, and feature engineering. Performed Exploratory Data Analysis (EDA) to analyze fraud patterns and class imbalance. Evaluated model performance using confusion matrix to analyze false positives and false negatives.
International Conference on Emerging Trends in Artificial Intelligence
Unknown
January 1, 2024 – Present
Tech Expo 2024 Participated and presented Final Year Project (Fraud Detection)
Unknown
January 1, 2024 – Present
Cisco Certified Network Associate (CCNA)
TNA Technologies Net Alliance, Multan
January 1, 2023 – Present
React Native Seminar (Mobile App Development)
Unknown
January 1, 2023 – Present
Cultural Fit Analysis
The candidate demonstrates a strong passion for AI and a continuous learning mindset, evidenced by diverse academic and professional projects, as well as participation in conferences and seminars. The breadth of projects, from RAG chatbots to multi-agent systems and various ML/DL applications, indicates adaptability and a willingness to explore different AI domains. The current role as an AI Engineer at Symtera Technologies and previous internships align well with the target role of an AI Engineer, suggesting a good cultural fit for an innovation-driven environment.
Soft Skills & Operational Fit
The candidate's resume highlights problem-solving, analytical thinking, continuous learning, and documentation as soft skills. The project descriptions indicate an ability to work on complex, multi-stage projects and contribute to system architecture and technical documentation, which aligns with operational fit for a senior role. However, direct evidence of team collaboration or leadership in the provided data is limited.