Summer internship at UST software
About UST software
UST India is a highly regarded Information Technology organization founded in Delhi. Since then UST India has been providing a full range of innovative and cost-effective IT services and solutions that focus on satisfying client needs worldwide.
UST India is a subsidiary of Universal System Technologies, Inc. (USA) with its headquarters in Michigan USA.
UST India takes immense pride in its growth and successful performance to date, which can be directly attributed to our customer’s satisfaction and confidence in our services.
UST provides business software, IT services, and solutions to business and government.
Internship project- CHATBOT
The requirement is to deploy an intelligent chatbot using NLP in python. A chatbot is a virtual technology that can simulate the conversation between humans in their natural language using interactive textual skills. .In our work, we introduce a chatbot that can provide real-time responses to the common movie queries of any user. Here we have built a chatbot that can answer the questions related to machine learning.
Basically the sentence is encoded in form of the conditional random fields. This vector which represents a sentence is given as input to the LSTM model. LSTM gives the output of sequence of words i.e a sentence that the user retrieves from the chatbot.
The front end is done using React js. Technologies used in this project are python, MySQL, Microsoft jupyter, React js, rasa. The following are some responses derived after training on the full dataset with an approximate of 500 questions and answers. The initial test result produced moderately coherent sentences. The following responses were generated after the inference from the trained model. Inference, the trained model produced a 5–8 candidate response for each input. Hence, the following examples are most suited to 5–8 candidate responses during inference
My internship experience
It’s my first internship and the experience is very commendable. It’s an opportunity for me to enhance my knowledge and skills and it gave me exposure to the industry. I being inclined towards deep learning and NLP will be highly benefited from this internship. The chatbot that we’ve built answers to the questions related to machine learning and it gave us promising results.
I thank Bennett University for giving me this opportunity that I have utilized to the fullest. And also our mentor Dr. A.K. Sinha for guiding and supporting our team which resulted in the completion of the project successfully.