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Lokeshkanna7/ReadMe.md

Hi there, I'm Lokesh! πŸ‘‹

Data Professional specializing in building scalable data infrastructure, cloud ETL pipelines, and intelligent AI/ML systems. I bridge the gap between advanced data science, spatial analytics, and machine learning workflows.

πŸ”­ Current Focus & Industry Experience

  • Data Engineering: Architecting automated cloud ETL pipelines (AWS S3, Redshift), REST API ingestion frameworks, and end-to-end data integrity systems.
  • Computer Vision & Deep Learning: Engineering self-supervised preprocessing pipelines, generative modeling, and containerized (Docker) CNNs for industrial defect detection.
  • Geospatial & Time Series: Processing multi-modal datasets, NetCDF satellite data (GRACE/GLDAS), and building spatiotemporal models.

🧠 Technical Notebook

  • πŸ€– Deep Learning & GenAI: PyTorch, Self-Supervised Learning, RAG Systems, Generative Modeling.
  • πŸ‘οΈ Computer Vision: Image enhancement, denoising, object detection, and satellite image segmentation.
  • πŸ“ˆ Time Series & Signal: Hydrological trend analysis, sensor telemetry processing, and audio/signal deep learning.

πŸ₯… Research & Development Goals

  • Scaling geometric and spatial deep learning architectures for large-scale multi-modal datasets.
  • Optimizing preprocessing latency for high-variance sensor and real-time telemetry pipelines.
  • Exploring advanced downstream evaluation metrics (FID, Inception Score) in generative modeling and LLM/RAG workflows.

πŸ’Ό Let's Connect: [Portfolio Website Link]

🌐 Socials:

LinkedIn

πŸ’» Tech Stack:

Python R Anaconda Apache Spark Apache Kafka Apache Hadoop Apache Hive MySQL Keras Matplotlib mlflow NumPy Pandas TensorFlow Plotly PyTorch scikit-learn Scipy Git GitHub


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  1. Analysis-of-covid-19-Geospatial-Data-Science Analysis-of-covid-19-Geospatial-Data-Science Public

    Jupyter Notebook

  2. Time-series-analysis-of-groundwater-change-using-GRACE Time-series-analysis-of-groundwater-change-using-GRACE Public

    This project repository for "Time Series Analysis of Groundwater Change Using GRACE". This project aims to analyze groundwater changes over time using data from the Gravity Recovery and Climate Exp…

    1 2

  3. Text-Summariser-Project Text-Summariser-Project Public

    End-to-End Text Summarization Project This project focuses on developing and deploying a scalable, secure, and high-performance text summarization solution. By leveraging AWS services, automation t…

    Jupyter Notebook 1