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Debjyoti Paul's Projects

beer-production-analysis-and-prediction icon beer-production-analysis-and-prediction

This project delves into the world of craft beer, analyzing and forecasting monthly beer production trends. It utilizes various time series analysis techniques to uncover patterns and predict future production levels.

eda-cars-data icon eda-cars-data

Analyze cars dataset through EDA using Python. Includes data preprocessing, visualization, and insights extraction. Technologies: Pandas, Seaborn, Matplotlib.

eda-sugarcane-production icon eda-sugarcane-production

Analyze sugarcane production dataset through Exploratory Data Analysis (EDA). Uncover patterns, trends, and relationships globally and across continents to gain valuable insights into sugarcane production dynamics.

eda-swiggy-data icon eda-swiggy-data

This project delves into Swiggy's restaurant data, exploring various aspects and trends using Pandas and exploratory data analysis techniques.

eda-world-gdp icon eda-world-gdp

Explore GDP dataset through EDA, analyzing trends, growth rates, and comparisons between countries to gain insights into global economic dynamics.

nlp-language-identification icon nlp-language-identification

A language identification model using pretrained FastText embeddings from HuggingFace, accurately detecting languages in text data for enhanced text classification and NLP applications.

nlp-next-word-prediction-with-nltk icon nlp-next-word-prediction-with-nltk

This project leverages the NLTK library and the Reuters corpus to build a next-word prediction model using bigrams and conditional frequency distributions.

nlp-sentiment-analysis icon nlp-sentiment-analysis

This project provides a foundation for sentiment analysis using NLTK and machine learning techniques. By analyzing text data, you can gain valuable insights into the underlying sentiment within the content.

nlp-similar-word-prediction icon nlp-similar-word-prediction

This project implements a Word2Vec model for similar word prediction, utilizing Hugging Face Datasets for efficient data loading and pre-processing.

nlp-text-generation-using-transformers icon nlp-text-generation-using-transformers

This project explores the power of Transformers for creative text generation using the GPT-2 large language model. It leverages pre-trained models to produce coherent and engaging text continuations based on user-provided prompts.

solar-radiation-prediction icon solar-radiation-prediction

The dataset contains measurements of columns such as: "wind direction", "wind speed", "humidity", "temperature" etc. for the past 4 months and you have to predict the level of: "radiation".

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