Description
- Algorithmic Trading System
- Tech Stack: Reinforcement Learning, Machine Learning, Python3
- Description: This intelligent reinforcement learning system uses historical data and some ensemble techniques to make data-driven trading decisions, adapt to market fluctuations, and optimize trading strategies, all with the goal of achieving superior returns within the Nifty 50 market.
- VocalVerse: SocialSpeak Manager
- Tech Stack: Deep Learning, Automatic Speech Recognition (ASR), Python3
- Description: This is a cutting-edge speech-to-text model designed to revolutionize social media content management by generating accurate transcribes for a provided audio file. I’ve also created a pipeline which can seamlessly extracts audio from reels and translates in into captivating captions. This simplified the way we connect with our audience.
- Layoff Insights Analyzer
- Tech Stack: Selenium, BeautifulSoup, Python3
- Description: This is an advanced crawler meticulously designed to navigate layoffs.fyi, extracting comprehensively layoff-related data. This tool effortlessly compiles the information into a CSV file, facilitating in-depth analysis. Complementing this, a dynamic Tableau dashboard is crafted, offering actionable insights and visualizations for a nuanced understanding of the evolving job market landscape.
- Industry Projects
- NLP (Natural Language Processing)
- Automated the extraction of unstructured data and performed preprocessing using NLP techniques such as tokenization, stemming and lemmatization across various file formats.
- Utilized Large Language Models (LLMs) to generate word embeddings and derive sentiment and risk scores for unstructured data originating from different reports.
- ML (Machine Learning)
- Conducting thorough hyperparameter tuning and model optimization to enhance model performance, while evaluating and selecting the best models using appropriate metrics.
- Leveraging the capabilities of AutoML to automate the process of model selection, composition, and parameterization, thereby streaming the ML workflow for improved efficiency and effectiveness.
- Interactive Data Analysis:
- Developing engaging & interactive 3D plots using Plotly, enhancing data visualization capabilities for in-depth analysis.
- Creating dynamic and user-friendly interactive dashboard application leveraging various features of Streamlit, allowing seamless navigation and exploration of data insights. Technical Skills:
- Programming & Languages : Python3, Java and C
- Machine Learning : Regression and Classification, NLP, LLMs
- Data Analysis & Visualization : Pandas, Numpy, Matplotlib, Seaborn, Plotly, pandas-profiling etc.
- Big Data Technologies : Spark, Flink
- NLP : Spacy, NLTK, LangChain
- Web Development : HTML 5, CSS 3, Bootstrap 5, Angular 8, Flask, Streamlit
- Database : MySQL, Cassandra
- Visualization Tools : Tableau
- DevOps & Build Tools : Git, Dockers, Jenkins, Maven, Gradle
- Cloud Platforms : AWS and Heroku