Public Sentiment Towards Autonomous Vehicles (AVs)
Feb 2023 - Aug 2023 (7 months)
• Applied NLP and sentiment analysis on Twitter dataset containing 100,000 tweets for insights into public attitudes toward AVs. • Explored traditional machine learning models, and implemented advanced deep learning techniques, specifically LSTM RNN, and BERT achieving a substantial 10% accuracy boost. • Skilled in data visualization using Matplotlib, Seaborn, Plotly, and Topic modelling to effectively communicate insights. • Proficient in Python programming, machine learning, and statistical analysis; experience with 10+ libraries like NumPy, Pandas, Scikit-Learn, PyTorch, Keras, NLTK, and TensorFlow for data manipulation, modelling, and evaluation.