My Expertise‣ AI & Machine Learning: Developing and deploying machine learning models using algorithms such as support vector machines (SVM), decision trees, and ensemble methods for predictive analytics and data-driven solutions.‣ Deep Learning Architectures: Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs) with TensorFlow and PyTorch for image and speech recognition tasks.‣ Natural Language Processing (NLP): Transformer-based models (e.g., BERT, GPT) for text classification, named entity recognition, and sentiment analysis, utilizing libraries such as spaCy and NLTK.‣ Computer Vision Solutions: Image processing techniques, including object detection (YOLO, SSD), semantic segmentation, and image augmentation, using tools like OpenCV and scikit-image.‣ Data Analysis & Visualization: Data analysis (EDA) and data preprocessing with Pandas and NumPy, and creating insightful visualizations using Matplotlib, Seaborn, and Plotly.‣ Reinforcement Learning: Developing Markov Decision Processes (MDPs), policy gradient methods, and Q-learning algorithms to optimize decision-making processes in dynamic environments.‣ Ethical AI Practices: Implementing techniques for bias detection, algorithmic fairness, and model interpretability using frameworks like LIME and SHAP to ensure responsible AI solutions.Achievements are a testament to my commitment and innovation:- SKOCH Award for e-Governance- Smart Startup of the Year | ISGF Innovation Awards 2021- Digitech Award 2020-21 | SGCCI- No.1 Start-Up in BC for Sustainability | New Ventures BC- Worked with Fortune 500 (US), Forbes 30 under 30 (India), MNC, Global Geotechnical Organization, Patented Energy Monitoring Device, Institutions (IIM).More than 30 successfully completed wide range of projects, including:- EV Yacht Control Systems- Geotechnical Datalogger- CNC Control Panel- Municipal Corporation Smart City App/Web- SMT Assembly & Operator SystemReady to change the world? Me too. Let's build something awesome together!Best regards!Suraj Singh