// AI & ML Engineer in Progress

Muhammad Saim
Ansari

Building intelligent systems & ML pipelines
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// 01. About Me

Building Robots. Now Teaching Them to Think.

I'm a 5th semester BS Robotics and Intelligent Systems student at Bahria University Islamabad, with hands-on experience in hardware engineering, robotics, and a strong shifting focus toward Machine Learning, Deep Learning, and Computer Vision.

From building autonomous robots and RC planes to developing ML pipelines and AI-powered systems — I connect hardware intuition with intelligent software to build things that actually work in the real world.

5+
ML Projects
4+
Hardware Projects
8+
Certificates
saim_profile.py
class SaimAnsari:
  def __init__(self):
    self.location = "Rawalpindi, Pakistan"
    self.university = "Bahria University"
    self.degree = "BS Robotics & AI"
    self.focus = [
      "Machine Learning",
      "Deep Learning",
      "Computer Vision",
      "NLP"
      "Autonomous System"
    ]
    self.hardware = [
      "Autonomous Robots",
      "RC Planes",
      "Arduino & ESP32"
    ]
    self.goal = "AI/ML Engineer"
    self.certificates = 8

  def status(self):
    # actively building portfolio
    return "open_to_internships" ✓
// 02. Technical Skills

What I Work With

🧠
Machine Learning
Scikit-learn SVM Decision Trees Random Forest KNN Regression
👁️
Computer Vision
OpenCV MediaPipe CNN TensorFlow Keras
📊
Data Science
Pandas NumPy Matplotlib Seaborn Feature Engineering
🚀
Deployment
Streamlit Joblib Python Jupyter VS Code
🤖
Robotics & Embedded
Arduino ESP32 C++ Sensor Integration CoppeliaSim
📐
Mathematics
Linear Algebra Calculus Probability Statistics
// 03. Projects

What I've Built in AI

Project_01
Breast Cancer Detection System
Full end-to-end ML pipeline classifying tumors as Malignant or Benign. Features separate outlier strategies per distribution type — Z-score for normal, IQR for skewed. Deployed as a live Streamlit web app.
SVMStreamlitScikit-learn
96% Accuracy

View on GitHub →
Project_02
Dual Approach Hand Gesture Recognition
Real-time gesture recognition using two parallel approaches — CNN on raw images vs Random Forest on 21 MediaPipe keypoints converted to 42-feature vectors. Demonstrates that better features beat complex models.
CNNRandom ForestMediaPipeOpenCV

View on GitHub →
Project_03
Weather Classification
Weather classification model using Decision Tree algorithm with complete preprocessing pipeline including feature engineering and hyperparameter tuning.
Decision TreeScikit-learnPython

View on GitHub →
Project_04
Wine Quality Prediction
Regression pipeline for predicting wine quality scores from physicochemical features. Includes outlier detection using IQR, feature correlation analysis, and StandardScaling.
RegressionPandasScikit-learn

View on GitHub →
Project_05
AtomCamp Smart LMS
AI-powered adaptive Learning Management System built at an AI Hackathon. Features 3 user roles (Student, Instructor, Admin) across 5 pages — personalized course recommendations, adaptive quizzes, AI risk detection, intervention planning, skill gap analysis, dropout prediction, and AI-generated analytics reports.
Gemini APIStreamlitPythonPrompt EngineeringLLM
AI Hackathon 2025

View on GitHub →
// 05. Hardware Projects

What I've Built (Hardware)

Autonomous River Cleaner Robot
HW_01
Autonomous River Cleaner Robot
Designed and built a self-operating boat capable of collecting floating waste from rivers. Constructed using polyfoam for buoyancy, Arduino-based control system for autonomous navigation, and integrated sensors for obstacle avoidance. Combines mechanical design, electronics, and programming for sustainable engineering.
ArduinoSensorsCADCircuit DesignMechanical Prototyping
📸 Event
Autonomous River Cleaner Robot event photo
High-Wing RC Plane High-Wing RC Plane Alternate
HW_02
High-Wing RC Plane — NDBFC at GIKI
Designed and built a high-wing RC plane for the National Design Build and Fly Competition at GIKI. Frame constructed with Depron foam board, powered by a 1400kV brushless motor and 2800mAh LiPo battery. Achieved 200g payload capacity and 12-minute flight time.
AerodynamicsBrushless MotorLiPoServoDepron Foam
📸 At GIKI
High-Wing RC Plane photo 1 High-Wing RC Plane photo 2
Autonomous Balloon Popping Robot
HW_03
Autonomous Balloon Popping Robot
Built an autonomous robot using a 2-DOF manipulator to detect and pop red balloons. Integrated an ultrasonic sensor for obstacle avoidance and a color sensor for balloon detection.
ArduinoUltrasonic SensorColor Sensor2-DOF Manipulator
Sumo Robot Sumo Robot Alternate
HW_04
Sumo Robot — AI InnoFest 2025
Built a sumo robot from scratch — custom metal chassis, 2 DC planetary gear motors with bevel gear drive system, dual IBT-2 H-bridge motor drivers, and Arduino Nano control with Flysky RC transmitter. Motor driver failed on event day due to thermal overload — learned real-world lessons in torque, gearing, and thermal management.
Arduino NanoDC MotorsBevel GearsIBT-2RC ControlMetal Fabrication
Battle-tested ⚔️
📸 Air University
Sumo Robot Air University photo
// 04. Certificates & Achievements

Milestones & Recognition

AI Hackathon — AtomCamp Smart LMS
2025
Built adaptive LMS with Gemini API
Participant
View Certificate
NERC 2024 Ambassador
2024
Represented as ambassador at national robotics event
Ambassador
View Certificate
Maestry Box Competition
ICS
Built automatic train track door system — 3rd Position, PKR 5,000 prize
3rd Place 🏆
View Certificate View Shield
PGC Bahawalpur — Arduino Project
ICS
Built automatic car parking system with traffic light indicators using Arduino
Participant
View Certificate
NDBFC — GIKI University
ICS
Built RC trainer plane as part of a 5-member team for National Design Build and Fly Competition
Participant
View Certificate
BizzTech 2024
2024
Exhibited RC trainer plane at technology exhibition, Margalla Grande Islamabad
Exhibitor
View Certificate
Tech Spark Season 1
ICS/2024
Exhibited project at International Islamic University Islamabad tech exhibition
Exhibitor
View Certificate
AI InnoFest 2025 — Bahria University
2025
Built sumo robot as part of a 3-member team, organized by Center of Excellence
Participant
View Certificate
Namal Tech Expo 2025 — Namal University Mianwali
2025
Build Sumo Robot
Participant
View Certificate
// 06. Experience

Where I've Worked

May 2026 — Present
Deputy Director of IEEE RAS Technical Team
Bahria University Islamabad
Leading technical initiatives and coordinating IEEE Robotics and Automation Society activities, fostering innovation and collaboration among team members on cutting-edge robotics projects.
2024 — 1 Month
Customer Support Representative
Pay Per Call Solution · Islamabad, Pakistan
Handled inbound and outbound customer interactions in a fast-paced environment. Developed strong communication, problem-solving, and multitasking skills managing simultaneous client engagements.
2023 — Present
BS Robotics & Intelligent Systems
Bahria University Islamabad · 5th Semester
Pursuing engineering degree with shifted focus toward AI, ML, and Deep Learning. Building portfolio of production-quality ML projects while studying intelligent systems fundamentals.
Jun — 13th July 2024
Ambassador of National Engineering Robotics Contest (NERC) 2024
National Engineering Robotics Contest · Islamabad, Pakistan
Represented the contest as an ambassador, supporting outreach and event coordination. Certificate of participation is available in the project folder.
📸 Seminar
NERC seminar photo 1 NERC seminar photo 2 NERC seminar photo 3
// 07. Contact

Let's Connect

I'm actively looking for internship opportunities in AI/ML. Whether you have a project in mind, a position available, or just want to talk tech — my inbox is open.

✉ Email Me ⌥ GitHub ↗ LinkedIn