Developed a stock price prediction model using LSTM neural networks, integrating sentiment analysis of news headlines with historical market data to enhance forecasting accuracy.
Implemented data preprocessing, feature engineering, and model evaluation techniques, resulting in a robust prediction system that captures market trends and sentiment-driven price movements.
Used libraries such as NumPy, Pandas, yfinance, Scikit-Learn, NLTK, Keras.
Data Extraction and NLP
Developed a comprehensive text analysis tool using Python, integrating web scraping, natural language processing, and sentiment analysis to extract and analyze content from multiple web sources.
Created a pipeline for data processing and analysis, handling large volumes of text data and outputting results in a structured format for easy interpretation and further study.
Music Recommendation System
Used the Spotify API to fetch track data from a specified playlist, including audio features, popularity, and release dates.
Implemented a content-based recommendation function that uses cosine similarity on scaled audio features to find songs similar to a given input track.
Combined content-based recommendations with popularity-based filtering to create a hybrid recommendation system using both audio feature similarity and weighted popularity scores.
Customer Churn Analysis
Conducted churn analysis to evaluate and strategize on reducing a company's customer loss rate. The objective was to analyze churning customers and plan a strategy to retain them.
Visualized data clearly so that it was self-explanatory for management, utilizing various DAX functions and calculated columns to categorize customer tenure, including actionable insights and visuals.
Certifications
Data Science Masters
Certified in Data Science Masters by PW.
Power BI Virtual Case Experience
Achieved the PWC - Power BI Virtual Case Experience Certificate through Forage.
Visualise Data with PowerBI B8
Certified in Visualise Data with PowerBI B8 by GrowthSchool.
Foundations: Data, Data, Everywhere
Certified in Foundations: Data, Data, Everywhere, an online course authorized by Google and offered through Coursera.
Alert
Your message here...
Confirm Action
Login to Stark.ai
Empower Your Job Search with
AI-Driven Precision!
Please Verify Your Phone or Email
We have sent an OTP to your
contact. Please enter it below to verify.