Snehit Vaddi.

Hi, I'm Snehit

Grad AI Researcher | Data Engineer | LLMs | Deep Learning
Computer Vision | Software Development | Freelancer

Data Engineer and AI Researcher with 3+ years of experience. Expert in Python, SQL, and Spark for big data and ETL. Skilled in machine learning, NLP, and computer vision. Published researcher in Deep learning, Image processing. Got questions? slide into my LinkedIn DMs!

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Portfolio

My Latest Projects

WebRAG-mini
WebRAG-mini
July 2024

Locally deployed RAG app that answers questions from diverse sources(documents, websites, or SQL databases). Utized dynamic control flow to select the best LLM for each query, leveraging LangChain, OpenAI embeddings, and FAISS vector stores for accurate, seamless responses.

Tags: Streamlit, LangChain, OpenAI, FAISS, NLP

Llama2 Idioms 4Bit
Fine-tuned LLaMA2 7B for Idioms
August 2024

Fine-tuned LLaMA2 7B model on idioms datasets, employing quantization and parameter-efficient fine-tuning (PEFT) techniques to suggest contextually relevant idioms, enhancing communication naturalness and engagement.

Tags: LLaMA2, HuggingFace, Transformers, PEFT, 4-bit quantization, NLP

LLaMA2 7B for Idioms
Citrus E. coli FluoroNet
February 2024

An explainable neural network solution for detecting E. coli bacteria on citrus fruits. The proposed solution can identify contamination three days before visible signs appear, utilizing fluorescence imaging and deep learning techniques to ensure early intervention and food safety.

Tags:Explaible AI, Wavelet Analysis, Statistical Analysis, Yolov8

UniTrends
UniTrends: Analyzing US VISA Trends with Data Engineering
December 2023

Using Telegram API, Kafka, and AWS tools to analyze VISA group chats, refining YouTube content strategy and gained 10k subscribers through data-driven insights.

Tags:ETL, Kafka, AWS S3, Athena, Glue

Pothole Alert App
The Pothole Reporter App
June 2022

Flutter app to capture a pothole image and raise alert to authorities. The app uses AI and image processing to detect the pothole, GPS for location, Firebase for storage and authentication

Tags: Tensorflow Lite, Flutter, Dart, Firebase, Email Notification.

Self-Driving Car Autopilot
Self-Driving Car Autopilot
Feb 2021

Predicting the steering angle for cars leveraging regression with convolutional neural networks (CNNs) to process real-time road image data, ensuring accurate and responsive navigation.

Tags: Self-Driving Car, Autonomous Vehicles, CNN, Machine Learning.

YOLOv3-Cloud-Based-Fire-Detection
Fire Neural Network
Feb 2021

A custom trained fire detection model using YOLOv3, achieving accurate fire identification in images and videos. Fine-tuned the pre-trained YOLOv3 model with a custom dataset, enabling efficient fire detection.

Tags: Fire Detection, YOLOv3, Deep Learning, OpenCV, Object Detection, Email Alerts.

Brain Tumor Classification
Brain Tumor Classification
Feb 2021

A deep learning model to classify brain tumors into meningioma, glioma, and pituitary tumors with 90% accuracy. Utilized deep neural networks to achieve high performance in multi-class classification.

Tags: Deep Learning, Streamlit, Medical Imaging, Model Evaluation, Neural Networks.

Face Mask Detection using Deep Learning
Face Mask Detection using Deep Learning
Feb 2021

CNN-based image classification model to detect face masks during the COVID-19 pandemic.

Tags: Face Mask Detection, Vector Embedding, Image Classification, Python.

Experience

Experience


Skills

General AI

OpenAI API LangChain Claude3 Groq Hugging Face Transformers RAGs Large Language Models Explainable AI Quantization And more...

Programming Languages

Python SQL JavaScript Java C++ And more...

Full Stack Development

HTML CSS React Angular SpringBoot Spring MySQL PostgreSQL MongoDB Cassandra And more...

Data Engineering

PySpark SparkSQL Pandas NumPy Apache Hadoop Snowflake Apache Airflow Apache Kafka Apache Spark Databricks Spark MLlib Google BigQuery Amazon Redshift Amazon S3 Google Cloud Storage And more...

Machine Learning & Deep Learning

OpenCV Scikit-learn NumPy Pandas PyWavelets WandB TensorFlow PyTorch Keras Streamlit RNNs LSTMs Transfer Learning Object Detection Segmentation And more...

Data Science

Pandas NumPy Matplotlib Scikit-learn Seaborn Selenium Data Visualization Data Mining Predictive Modeling

Other Skills

NLTK spaCy Jupyter Notebook PyCharm Computer Vision Natural Language Processing (NLP)

Research

Blogs

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ML in Two Worlds - Scikit-Learn vs PySpark - Tree based Algos (Blog-3)

A comparative exploration of tree-based algorithms in PySpark and Scikit-learn, detailing the implementation of Decision Tree, Random Forest, and Gradient Boosting Trees...

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ML in Two Worlds - Scikit-Learn vs PySpark (Blog-2)

A deep dive into the basic implementation of Logistic Regression in PySpark, contrasting it with Scikit-learn's approach, highlighting preprocessing and model evaluation techniques...

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ML in Two Worlds - Scikit-Learn vs PySpark (Blog-1)

An introduction to the differences between Scikit-learn and Spark's MLlib for linear regression, focusing on handling large-scale data and distributed computing...

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UniTrends: My First Data Engineering Project

Using Telegram API, Kafka, and AWS tools, I analyzed 'US F1 VISA' group chats, refining my YouTube content strategy and gaining 10k subscribers through data-driven insights...

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Quick Notes on NumPy (Part-2/2)

This blog dives into advanced yet essential topics in NumPy, covering intricate functionalities that are crucial for data manipulation and analysis...

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Short Notes on Pandas (Part-2/2)

Continuing from the first part, this blog explores the basics of Pandas, focusing on practical applications and fundamental operations for effective data handling...

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Quick Notes on NumPy (Part-1/2)

An introduction to NumPy, discussing its core features and basic operations that set the foundation for more advanced data manipulation techniques...

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