Loading profile…
Loading profile…
Lightweight CNN Architecture Optimization
Aspiring AI engineer with expertise in machine learning, deep learning and optimization.
PakistanLightweight CNN Architecture Optimization at Self Employed
Reimplemented baseline CNN model from academic research and enhanced architecture with custom attention blocks. Improved classification accuracy by 3% (65% 68%) on CIFAR dataset while preserving lightweight design constraints and minimal parameter overhead.
CNNAttention MechanismsDeep LearningClassificationPyTorchMachine Learning
Designed and developed a scalable full-stack e-commerce platform using Django, Bootstrap, and SQLite. Implemented product catalog management, session-based shopping cart, user authentication, and dynamic order processing workflows.
DjangoBootstrapSQLiteFull StackAuthenticationWeb Development
Designed and optimized a low-latency data processing system to handle large-scale financial datasets. Parallelized calculations using SIMD (AVX) and pthreads (multithreading) to reduce computation costs. Achieved 2.75x speedup (88s to 32s) and 80% reduction in CPU usage (3.16% to 0.63%) via vectorized operations, cache-aware memory patterns, and efficient data structures.
Data ProcessingSIMDPthreadsMultithreadingPerformance OptimizationData StructuresGprof
Developed a machine learning model to predict flight departure delays using Random Forest and Logistic Regression for binary and multi-class classification. Engineered features through temporal analysis, correlation insights, and extensive EDA & visualizations to handle biased data.
Machine LearningRandom ForestLogistic RegressionData VisualizationK Fold Cross ValidationHyperparameter TuningImbalanced Data
Implemented a data pipeline to segment customers into four categories using RFM analysis, BCG matrix and K-Means clustering; performed churn prediction using logistic regression and decision trees. Integrated OpenAI API to generate personalized, segment-aware email content and sent automated outreach via email.
Customer SegmentationLogistic RegressionDecision Trees
Currently pursuing a Bachelor of Science in Artificial Intelligence. Relevant coursework includes Data Structures and Algorithms, Database Systems, Operating System, Computer Networks, Software Engineering, Linear Algebra, Probability and Statistics, Artificial Intelligence, Machine Learning, Artificial Neural Networks, and Natural Language Processing.