TERMINAL
EXPERTISE
PROJECTS

🧠 Artificial Intelligence & Machine Learning

  • Deep Learning Architectures: Mastery over transformers (BERT, GPT, T5), CNNs, RNNs, LSTMs, diffusion models, GANs, and autoencoders.
  • Classical Machine Learning: Advanced expertise with SVM, k-NN, decision trees, random forests, and gradient boosting (XGBoost, LightGBM, CatBoost).
  • Reinforcement Learning: Proficient in Q-learning, Deep Q-Networks (DQN), PPO, and advanced policy gradient methods.
  • Generative AI: Hands-on experience in diffusion models, stable diffusion, GAN-based generation, and multimodal AI systems.
  • Libraries & Frameworks: Extensive experience with PyTorch, TensorFlow, Keras, and scikit-learn.

📝 Natural Language Processing

  • Transformers: Applied advanced NLP models (BERT, GPT, RoBERTa, T5) to create cutting-edge applications in summarization, language modeling, and classification.
  • Text Processing & Analysis: Expertise in semantic search, vectorization (Word2Vec, TF-IDF, GloVe), and NLP pipelines using Hugging Face and spaCy.
  • Behavioral NLP: Development of sentiment analysis systems and personality inference engines from unstructured text.

👁️ Computer Vision

  • Pose Estimation: Developed facial and body pose segmentation and detection systems using models such as OpenPose and Mediapipe.
  • Object Detection: Expertise in YOLO, Faster R-CNN, and SSD for real-time detection and tracking.
  • Image Segmentation: Implemented deep learning models for semantic and instance segmentation tasks (Mask R-CNN, UNet).
  • Video Analysis: Enhanced video processing workflows using motion analysis and frame-level predictions.

📊 Data Science

  • Statistical Analysis: Mastery in hypothesis testing, regression analysis, and predictive modeling.
  • Time-Series Analysis: Building predictive systems with ARIMA, SARIMA, and deep learning-based LSTMs for forecasting.
  • Dimensionality Reduction: Applied PCA, t-SNE, UMAP for high-dimensional data visualization.
  • Feature Engineering: Expert in handling complex datasets, constructing pipelines for feature extraction and optimization.

🌐 Web Development

  • Full-Stack Development: Expertise in frontend (React, Native) and backend (Node.js, Flask, Django) technologies.
  • Scalable Architectures: Built microservices-based architectures with cloud platforms like AWS, GCP, and Azure and private VPS.
  • API Development: Created robust RESTful and GraphQL APIs for seamless integrations.
  • DevOps & CI/CD: Implemented scalable deployment pipelines using Docker, Kubernetes, and GitHub Actions.

⚡ Innovation & Impact

  • Generative AI Education: Delivered workshops at McGill University on diffusion models, transformers, and the fundamentals of artificial intelligence.
  • Competitions: Won the 2022 TECHNATION Ingenious Award for excellence in technology use.
  • Open-Source Contributions: Contributor to Deforum, enhancing video generation with Stable Diffusion.
  • Artistic & Creative Contributions: Leveraged tools like Blender, Adobe Photoshop, and Stable Diffusion for original art.
  • Strategic Advisor: Provided consultancy to startups and established companies on leveraging AI.
  • Creative Problem-Solving: Merged engineering expertise with entrepreneurial instincts.
Bardia Shahrestani
DEVELOPER: BARDIA
STATUS: ONLINE
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