AVI PATEL
Valsad
Summary
Machine Learning Developer with hands-on experience in designing and deploying AI solutions and Machine Learning Models. Proficient in data manipulation for problem-solving. Skilled in crafting plugins or extensions for large-scale platforms and adept at pinpointing and resolving issues. Collaborative team player with a knack for adapting to new technologies and methodologies.
Overview
2
2
years of professional experience
1
1
Certification
Work History
Associate Trainee, Python and Machine Learning
1Rivet
01.2023 - Current
- Worked as a Junior Python Developer to develop Azure Service Bus app validation functions for data integration with Azure Storage Explorer
- Translated R language logic into Python functions for integration with Azure Service Bus
- Designed and implemented conversation "stories" within Rasa to orchestrate the flow of interactions between the chatbot and customers
- Crafted the chatbot's natural language understanding (NLU) capabilities by specifying intent recognition and entity extraction for improved user understanding
- Establish a database connection with MongoDB and store the users information and update the data when the conversation gets complete via phone call.
- Worked closely with the team to define and refine the chatbot's responses and behavior, ensuring a seamless and user-friendly experience
- Collaborated on integrating Flask and Twilio API to enable phone call interactions, allowing customers to schedule appointments effortlessly
- Conducted testing and fine-tuning of the chatbot to enhance its conversational abilities and user satisfaction
- Built a versatile, user-friendly chatbot with Power Virtual Agent, Power Automate and adaptive cards
- Designed dynamic data displays for intuitive data retrieval
- Utilized Power Automate to seamlessly retrieve and process data from a MySQL Server backend, ensuring real-time access to essential information
- Conducted extensive testing and fine-tuning of the chatbot to ensure reliable and responsive performance
- Continuously expanding my knowledge by actively participating in new courses on AI/ML, such as LangChain courses and exploring generative AI models from Hugging Face
- Expanding Python skillset for ML deployment using libraries and platforms like AWS SageMaker
- Handon experience on Web scraping using beautiful scoup, selinum and scrapy library
- Scraped data from a medical website that was further used to create a chatbot using huggingface LLM model
- Created few custom copilot such as Travel Copilot that can give you a detail research to plan a travel plus cost estimation for a given days
- Also created another custom copilot in which power automate functionality were used to book a Teams meeting and send an Outlook mail
- Build a custom Copilot using Microsoft Copilot Studio, Power Automate and Azure OpenAI Studio
- Used Azure OpenAI model to integrate it with Copilot Studio Generative AI option to get a better analytical result from the copilot
- Created vector indexes using Azure AI Search from the data store in Azure Blob Storage and Azure Cosmos DB
- Used these indexes int Azure Open AI Studio Chat playground to build an HR Chatbot
- Later deployed it on Copilot to integrate it with Teams
- Developed chatbot Assistant using Azure AI Studio which uses gpt-4o model
- Setup a database connection of SQL Sequel Server with Assistant API that can convert NLP to SLQ query, get data from the database and then give back generative answer to the user
- Participated in on-the-job training, working closely with supervisors and coworkers and asking appropriate questions.
- Attended training courses to build understanding of processes, techniques, and industry.
- Supported departmental tasks to increase understanding of industry processes.
- Established lasting relationships with peers, leadership and customers using strong communication and interpersonal skills.
- Troubleshot minor issues with office tools and equipment, escalating more serious problems to supervisor.
- Interacted with customers under supervision to support operational objectives.
- Enhanced trainee experience by developing comprehensive orientation programs and hands-on training sessions.
- Established open lines of communication with managers regarding employee growth opportunities after completing the program.
- Explored Prompt Flow in Azure AI studio and build a simple chat bot using gpt-4o model.
Internship, Python and Machine Learning
1Rivet
08.2022 - Current
- Gained proficiency in Python, with a strong emphasis on data science libraries, including Pandas for data manipulation, Numpy for numerical operations, Matplotlib for data visualization, Sci-kit learn for machine learning, TensorFlow and Keras for deep learning
- Delved into natural language processing (NLP) by utilizing the NLTK library to tokenize text and prepare it for analysis
- Build CNN models for image classification when the user inserts the image
- Explored different pretrained models such as VGG-16 and ResNet-50
- Undertook a challenging project which involved the creation of a predictive model to identify specific job domains based on the analysis of candidate resumes.
- Completed research, compiled data, updated spreadsheets, and produced timely reports.
- Explored new technologies and approaches to streamline processes.
Education
Bachelor of Computer Engineering -
SS Agrawal Institute of Engineering & Technology, Navsari
05.2023
HSC - Science And Maths
Saraswati International School
Valsad05.2019
Skills
- Team Collaboration
- Documentation And Reporting
- Leadership Qualities
- Technical skills
- Artificial Intelligence
- Python Programming Language
- Data Manipulation
- ANN and Deep Learning
- Generative AI
- Hugging Face
Certification
- Microsoft Certified: Azure AI Fundamentals
- Intelligent Extract Text & Data from Document with OCR NER
- Rest API with Flask and Python
- A Deep Understanding of Deep Learning (Pytorch)
- Mastering Generative AI with LLMs: A Hugging Face guide
- LangChain – Develop LLM power application with LangChain
- Web Scraping in Python using Beautiful Soup, Selenium and Scrapy
Timeline
Associate Trainee, Python and Machine Learning
1Rivet
01.2023 - Current
Internship, Python and Machine Learning
1Rivet
08.2022 - Current
Bachelor of Computer Engineering -
SS Agrawal Institute of Engineering & Technology, Navsari
HSC - Science And Maths
Saraswati International School
- Microsoft Certified: Azure AI Fundamentals
- Intelligent Extract Text & Data from Document with OCR NER
- Rest API with Flask and Python
- A Deep Understanding of Deep Learning (Pytorch)
- Mastering Generative AI with LLMs: A Hugging Face guide
- LangChain – Develop LLM power application with LangChain
- Web Scraping in Python using Beautiful Soup, Selenium and Scrapy
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