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calltech/README.md

Hello, I'm Noor Islam! πŸ‘‹

  • Senior Solutions Architect - IBM (ex Apple Inc)

πŸ’Ό Expertise

As a passionate professional with extensive experience in DevOps, Cloud Computing, MLOps, AI/ML, and Cybersecurity, I've dedicated my career to mastering the technologies that drive today's most innovative solutions. Here's a brief overview of my expertise:

πŸ› οΈ DevOps

With a strong foundation in DevOps principles and practices, I'm adept at automating and optimizing development cycles, ensuring seamless, efficient deployments, and maintaining high availability systems.

  • Programming: Python, Shell Scripting, Java
  • Infrastructure as Code (IaC), Terraform, CloudFormation
  • Config Management, Ansible
  • Containerization, Kubernetes, Docker, EKS, GKE, OpenShift.
  • CI/CD, Jenkins, Travis, Deployment automation.
  • Source Control: GitHub, BitBucket, DVC.

☁️ Cloud Computing

Experienced in leading cloud platforms like AWS, IBM Cloud, and GCP, I specialize in designing and managing scalable, resilient cloud infrastructure that supports enterprise-level applications.

  • AWS
  • GCP
  • IBM Cloud
  • OpenShift (Hubrid Cloud)

πŸ€– MLOps

Combining Machine Learning with DevOps, I implement MLOps strategies to streamline the lifecycle of AI and ML projects, from data collection and model training to deployment and monitoring.

  • Data Version Control (DVC)
  • Hydra
  • MLFlow
  • Dask
  • FastApi
  • Streamlit

🧠 AI/ML

Passionate about Artificial Intelligence and Machine Learning, I develop models that drive decision-making processes, improve customer experiences, and solve complex business challenges.

  • Supervised Learning
  • Unsupervised Learning
  • Generative AI
  • Deep Learning, Artificial NeuralNetwork (ANN) and CNN.

πŸ”’ Cybersecurity

Understanding the paramount importance of security, I integrate Cybersecurity best practices into every layer of infrastructure and software development, protecting data integrity and confidentiality against evolving threats.

  • IBM Certified Cybersecurity Analyst

🌱 I’m currently learning ...

  • Advanced techniques in Deep Learning and Neural Networks
  • Cutting-edge Cloud Native technologies
  • Latest trends in Cybersecurity Risk Management

πŸ“« How to reach me

πŸ”­ I’m currently working on ...

  • Developing an open-source tool for automated ML model deployment.
  • A collaborative project on Cloud Security best practices.

🌟 Highlights

  • Led a team to successfully implement a CI/CD pipeline for a Fortune 500 company, reducing deployment time by 70%.
  • Designed and deployed a multi-cloud architecture for a high-traffic web application, achieving 99.99% uptime.
  • Contributed to several open-source projects focused on improving MLOps workflows.

Welcome to my GitHub profile! Feel free to browse through my repositories to see my work and the projects I'm passionate about.

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  1. ml-practice ml-practice Public

    Machine Learning practice, Linear Regression, Multi-Linear Regression, Polynomial, Support Vector, Decission Tree, Random Forest.

    Jupyter Notebook 1

  2. dvc-pipeline dvc-pipeline Public

    This project explains how to automate data and machine learning pipelines using various tools, such as DVC, OmegaConf, Hydra, and MLFlow to achieve that.

    Python 2

  3. multiple-linear-regression multiple-linear-regression Public

    Multiple Linear Regression

    Jupyter Notebook 1

  4. polynomial-linear-regression polynomial-linear-regression Public

    Polynomial Regression

    Jupyter Notebook 1