Ashwin N.
Machine Learning and Computer Vision Expert | Data Scientist
👋 My goal is to turn your business/professional ideas into profitable and realistic models with the help of state of art machine learning models. 📌 What Can You Expect From Me: - I have 4+ years of experience working as an active Machine Learning researcher/Data Scientist and collaborating with leading-edge companies and distinguished machine learning professors across the globe. My asset is automation using the power of AI. I use computer vision to automate quality control, improve production efficiency, detect defects in products, recommend products to customers, track inventory levels and a lot more. - I have the ability to identify and solve problems which is highly valuable. I am able to think critically and find solutions to challenges that may arise any time during the project. - I have strong work ethic. I aim to work 8-10 hours daily on different projects which I handle. I am adept at managing my time well and I prioritise tasks effectively 📌 How My Experiences Can Align with Your Ideas: - Across all my work my main goal to bring in the most value for my work. 👉That can be providing most profit to a company I am working for, or providing the most value to any academic work I contribute for. - I always encourage the clients to have a small meeting with me discussing their expectations from the project, I usually tend to provide solutions while on call, as I posses a natural problem solving tendency. - I am available across almost all time zones and posses a versatile and friendly that would fit into your company's culture. I am always aiming to better myself by researching throughly about my clients and what makes them the most profit. 📌 What Are Some Challenges Faced by the Industry and How I Wish to Solve Them: - Data Shortage: Being an active researchers I am always aware about the latest models which are trained to perform even with low amounts of data. We can always use traditional methods like transfer learning and fine-tuning a large model to solve this problem. Apart from this, I also manually data if required to do so. This is one of big problems in the machine learning domain domain itself with active research going on. - Lack of Talent: Many of the talents working in the domain of AI just know how to copy-paste pre-trained models of code following a video from youtube. What the industry truly lacks is innovation and this is where I believe we researchers come into play the most. I am always aligned with the latest research in machine learning through staying in touch with all the major conferences and I am constantly thinking about ways to implement them. 👉 I have 5+ years of experience working as an active Machine Learning researcher/Data Scientist and collaborating with leading-edge companies and distinguished machine learning professors across the globe. My expertise predominantly lies in Computer Vision(NLP) and I possess a robust foundation in NLP as well. I devoted my efforts to develop AI tools which are is by millions of users and have also submitted research papers to distinguished journals and publications like AAAI, Information Fusion, WACV and IEEE ✅Successfully Completed projects: - Object Detection and Tracking of Objects of Interest Across Video Frames - Image Classification on Large Datasets, - Anomaly Detection in Videos - Novel Protein Structure Discovery - General Class Discovery using Graph Convolutional Neural Networks - Flood Prediction using River Data - Automated Driver in Simulated Environment ✅Framework/Libraries I have Experience With: - Deep Learning: Pytorch, Tensorflow, - Machine Learning: scikit-learn, OpenCV, PIL, scikit-image, numpy, matplotlib, - Programming Languages: Python, C, C++, Java - Tools: Git, Linux, AWS, LaTex ✅Deep Learning Models: - CNN: ResNet, MobileNet, VGG, U-Net, RCNN, Mask RCNN - Vision Transformer: ViT, Swin Transformer - Generative AI: GANs, Diffusion models, VAEs - Language Vision Models: CLIP (by Open AI) - LLM's: GPT, BART, RoBERTa, DistilBERT - AI Tools: ChatGPT, Bard, Stable Diffusion, DALLE-2 ⭐️ I consistently Receive Praise From My Clients For: - Expertise in dealing with novel machine learning problems - My professionalism, structured approach, and effective project execution. - My exceptional communication, proactive attitude, and collaborative work culture. - My expertise in academic concepts, particularly in research related to Computer Vision.