Sentiment Analysis
Our Sentiment Analysis project utilizes Natural Language Processing (NLP) techniques to determine the sentiment of Twitter posts. By training on a dataset of
tweets, the model can predict whether a given sentence has a positive, negative, or neutral sentiment. The key components of the project include:
Features:
- NLP(Natural Language Processing)
- TensorFlow Tokenizer
- Sequential Model
- Embedding Layer
- LSTM (Long Short-Term Memory) Layers
- Cross-Entropy Loss with Adam Optimizer
Technology Stack:
- Python
- Keras and Tensorflow
- RESTful API
- Flask and Gunicorn
- Deployed on Ubuntu Private Cloud
DistilBERT-based Question Answering Model
Our project utilizes DistilBERT, a transformer-based model that has been fine-tuned for Question Answering using the SQuAD (Stanford Question Answering
Dataset). It stands as a state-of-the-art model for this task and finds application in various domains.
Features:
- NLP(Natural Language Processing)
- Hugging Face's Transformers Library
- SQuAD Dataset
- DistilBERT Tokenizer
- Fine-Tuning of DistilBERT Sequential Model
- Cross-Entropy Loss with Adam Optimizer
Technology Stack:
- Python
- Keras and Tensorflow
- RESTful API
- Flask and Gunicorn
- Deployed on Ubuntu Private Cloud
Document Context:
The model leverages the provided document context to answer questions. Below is the document context on which the model will find answers for the questions
asked:
Bangalore (/ˈbæŋɡəlɔːr, ˌbæŋɡəˈlɔːr/ BANG-gə-lor, -LOR), officially Bengaluru (Kannada pronunciation:[ˈbeŋgɐɭuːɾu](listen)), is the
capital and largest city of the southern Indian state of Karnataka. It has a population of more than 8 million and a metropolitan population of
around 11 million, making it the third most populous city and fifth most populous urban agglomeration in India, as well as second largest urban
agglomeration in South India, and the 27th largest city in the world. Located on the Deccan Plateau, at a height of over 900 m (3,000 ft) above sea
level, Bangalore has a pleasant climate throughout the year, with its parks and green spaces earning it the reputation as the \"Garden City\" of
India. Its elevation is the highest among the major cities of India. [12] The city's history dates back to around 890 CE, as found in a stone
inscription found at the Nageshwara Temple in Begur, Bangalore. In 1537 CE, Kempé Gowdā, a feudal ruler under the Vijayanagara Empire, established
a mud fort, considered the foundation of modern Bangalore and its oldest areas, or pétés, which still exist. After the fall of the Vijayanagara
Empire, Kempe Gowda declared independence; in 1638, a large Adil Shahi Bijapur army defeated Kempe Gowda III, and Bangalore was came under Shahaji
Bhonsle as a jagir which later became his capital. The Mughals later captured Bangalore and sold it to Maharaja Devaraja Wodeyar II of the Kingdom
of Mysore. When Haider Ali seized control of the kingdom, the administration of Bangalore passed into his hands.