--- title: "Tashwin SJ (@Tash) | Hashnode" description: "Crafting intelligent solutions through Machine Learning. Read the latest articles by Tashwin SJ on Hashnode." url: "https://hashnode.com/@Tash" --- @Tash # Tashwin SJ @Tash · Bengaluru · Joined May 2022 Crafting intelligent solutions through Machine Learning. ### [Using Q-learning, Reinforecement Learning for Portfolio Management and Option Pricing](https://tash.hashnode.dev/using-q-learning-reinforecement-learning-for-portfolio-management-and-option-pricing?utm_source=hashnode&utm_medium=feed) Experimenting with RL for building optimal portfolio of 3 stocks and comparing it with portfolio theory based approaches Reinforcement learning is arguably the coolest branch of artificial intelligence. It has already proven its prowess: stunning the... 6 min read · [tash.hashnode.dev](https://tash.hashnode.dev/using-q-learning-reinforecement-learning-for-portfolio-management-and-option-pricing?utm_source=hashnode&utm_medium=feed) [Mar 19, 2024](https://hashnode.com/posts/using-q-learning-reinforecement-learning-for-portfolio-management-and-option-pricing/66bb2472c7c9e32bad002951) ### [CNN's for Financial Equity markets](https://tash.hashnode.dev/cnns-for-financial-equity-markets?utm_source=hashnode&utm_medium=feed) In the digital age, Convolutional Neural Networks (CNNs) stand as a symbol of transformative technology. A class of deep neural networks, CNNs have become ubiquitous, primarily due to their phenomenal success in processing images, videos, and speech ... 6 min read · [tash.hashnode.dev](https://tash.hashnode.dev/cnns-for-financial-equity-markets?utm_source=hashnode&utm_medium=feed) [Mar 4, 2024](https://hashnode.com/posts/cnns-for-financial-equity-markets/66bb236a43b9a87631d6607b) ### [Financial time seires forecasting using LSTM's](https://tash.hashnode.dev/financial-time-seires-forecasting-using-lstms?utm_source=hashnode&utm_medium=feed) Time series forecasting plays an important role in stock market forecasting, finance, and weather prediction. Long Short-Term Memory (LSTM) is a popular deep learning model that has proven to be effective in capturing temporal dependencies and making... 3 min read · [tash.hashnode.dev](https://tash.hashnode.dev/financial-time-seires-forecasting-using-lstms?utm_source=hashnode&utm_medium=feed) [Feb 26, 2024](https://hashnode.com/posts/financial-time-seires-forecasting-using-lstms/66bb22d1bacb2a8349c23a2d) ### [Machine Learning for Portfolio management.](https://tash.hashnode.dev/machine-learning-for-portfolio-management?utm_source=hashnode&utm_medium=feed) This is how we’d like them to grow https://investresolve.com/blog/category/diversification/ Artificial intelligence, machine learning, big data, and other buzzwords are disrupting decision making in almost any area of finance. On the back office, mac... 12 min read · [tash.hashnode.dev](https://tash.hashnode.dev/machine-learning-for-portfolio-management?utm_source=hashnode&utm_medium=feed) [Feb 21, 2024](https://hashnode.com/posts/machine-learning-for-portfolio-management/66bb223b7487da5624a3f4ae) ### [Evaluation Metrics for Time series Forecasting.](https://tash.hashnode.dev/evaluation-metrics-for-time-series-forecasting?utm_source=hashnode&utm_medium=feed) Introduction Forecasting plays a pivotal role in industry by providing critical insights and foresight. It enables efficient resource allocation, cost reduction, and demand planning. Industries rely on forecasts to optimize inventory, enhance supply ... 13 min read · [tash.hashnode.dev](https://tash.hashnode.dev/evaluation-metrics-for-time-series-forecasting?utm_source=hashnode&utm_medium=feed) [Feb 4, 2024](https://hashnode.com/posts/evaluation-metrics-for-time-series-forecasting/66bb21b206becfca8a89cd69)