Kathan Vyas

kathan@usa.com

Kathan Vyas

A Ph.D. candidate in Computer Science specializing in machine learning for healthcare, with a focus on analyzing physiological signals and electronic health records. My work aims to advance data-driven clinical decision-making and improve patient outcomes through cutting-edge deep learning techniques - guided by interpretability, explainability, and responsible AI principles.

About Me

Hi, I'm Kathan Vyas

I am a dedicated Ph.D. student specializing in the intersection of machine learning, deep learning, and healthcare. My passion lies in exploring how these advanced technologies can revolutionize healthcare systems, diagnostics, and patient care.

What is my skill level?

A passionate learner dedicated to mastering advanced skills in AI, programming, and data management to create impactful solutions.

Machine Learning
Deep Learning
CNN
C++
Python (Keras, Pytorch, Tensorflow)
R
Langchain
MySQL
MongoDB

5+ Years

Of Experiance

Skills & Expertise

Harnessing advanced AI and machine learning techniques for impactful solutions.

  • Machine Learning

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    Machine Learning Expertise

    Our machine learning proficiency encompasses a range of cutting-edge techniques, essential for developing impactful solutions across various domains. By leveraging advanced algorithms, we transform data into actionable insights, fueling innovation and driving efficiency.

    Core Specializations

    We are adept at a wide array of machine learning methodologies, including:

    • Deep Learning: Advanced neural networks for complex data analysis.

    • CNN (Convolutional Neural Networks): Powerful image and spatial data analysis tools.

    • Time Series Inference: Predictive modeling for temporal data patterns.

    • NLP (Natural Language Processing): Language models for text and speech understanding.

    • RNN (Recurrent Neural Networks): Specialized for sequence data and pattern recognition.

    • LLM (Large Language Models): Cutting-edge models for language comprehension and generation.

    • Generative AI: Algorithms that create new data, enhancing creativity and synthesis.

    • Interpretability: Tools to make AI decisions transparent and explainable.

    • Unsupervised Learning: Clustering and pattern-finding techniques in unlabeled data.

    Through these specialties, we deliver customized machine learning solutions tailored to specific industry needs, unlocking value from data and fostering smarter decision-making.

  • Programming Languages

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    Programming Languages & Frameworks Expertise

    Our programming proficiency enables us to build robust, efficient, and scalable solutions tailored to a wide variety of applications. With a strong foundation in both traditional and advanced programming languages, we implement effective solutions to solve complex challenges.

    Core Specializations

    Our expertise includes the following programming languages and frameworks:

    • Python: Proficient in libraries such as Keras, PyTorch, and TensorFlow for AI and machine learning applications.

    • Langchain: Specialized in building and deploying language-based models and applications.

    • R: Skilled in statistical computing and data analysis, ideal for data-intensive applications.

    • C++: Expertise in high-performance computing and applications requiring optimal efficiency.

    These programming languages and frameworks empower us to deliver high-quality solutions, adapting seamlessly to project-specific requirements and industry standards.

  • Database Management

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    Database Management Expertise

    Our database management capabilities ensure efficient and secure data storage, retrieval, and maintenance, supporting scalable solutions tailored to meet diverse application needs. With expertise in both relational and NoSQL databases, we provide robust systems that streamline data operations.

    Core Database Specializations

    Our experience spans the following databases, enabling comprehensive and adaptable data management:

    • MySQL: Proven expertise in MySQL for structured data management, supporting complex queries, data integrity, and efficient data operations ideal for various applications.

    • PostgreSQL: Skilled in PostgreSQL, valued for its advanced data types, support for large datasets, and robust performance, making it suitable for enterprise-level applications.

    • MongoDB: Proficiency in MongoDB, a NoSQL database optimized for handling unstructured data, ideal for applications requiring high flexibility and scalability.

    Our database expertise empowers applications with reliable, efficient data handling, optimized performance, and seamless integration, ensuring both security and scalability in every project.

  • Data
    Types

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    Diverse Data Types Expertise

    Our proficiency spans a wide array of data types, each requiring specialized handling and processing techniques. We work with unique datasets to drive insights, enhance performance, and develop customized solutions tailored to the nature of each data type.

    Core Data Specializations

    We manage and process the following specialized data types with precision:

    • Physiological Signals: Expertise in processing complex physiological data, enabling analysis for healthcare applications and real-time monitoring solutions.

    • Electronic Health Records (EHR): Skilled in handling structured and unstructured EHR data, ensuring compliance, privacy, and accessibility for healthcare analytics.

    • Medical Images: Proficient in managing large-scale medical imaging datasets, supporting diagnostics and medical research through advanced imaging analysis.

    • Log Data: Competent in processing and analyzing log data to derive insights into system performance, user behavior, and operational efficiency.

    • Point Cloud: Expertise in handling 3D point cloud data for applications in geospatial analysis, modeling, and visualization.

    Each data type is handled with tailored methodologies and tools, ensuring that insights are drawn efficiently and accurately while maintaining data integrity and privacy standards.

Projects

Showcasing innovative projects harnessing AI and advanced algorithms for real-world applications, from intelligent email automation and dynamic narrative gaming to high-performance machine code optimization.

  • SNOOZE

    An intelligent personal organizer that assists you with daily emails - summaries, sending emails, scheduling meetings, and generating to-do lists.

  • Echoes of Choices

    Imagine a story navigation game where a user plays as a character in a story derived from either a real-life story or movie. Uses LLM, user-system prompting, psychology, and intelligent visualization.

  • Hypoglycemia Classification from ECG

    Hypoglycemia (Low blood glucose) is a symptom of Type 2 Diabetes and detection is done using 1 lead ECG captured using Zephyr Bioharness.

  • 3D Pose Estimation

    Using point clouds captured using an IR camera, the algorithm generates a 3D pose that can be used in modeling software like UNITY.

Contact

Have Questions? Contact Me!

  • Phone:

    • (646) 240-0616

  • Email:

  • Address:

    • Maount View, Oval Road
      New York, USA

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