AI Developer Links

Machine Learning Frameworks

  • TensorFlow
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    Open-source library for machine learning and artificial intelligence developed by Google.
  • PyTorch
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    Open-source machine learning library developed by Facebook’s AI Research lab.
  • scikit-learn
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    Simple and efficient tools for predictive data analysis built on NumPy, SciPy, and matplotlib.

Online Courses

  • Coursera – Deep Learning Specialization
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    Five-course specialization by Andrew Ng focusing on deep learning fundamentals.
  • edX – Machine Learning with Python
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    Learn practical machine learning techniques and applications.
  • Fast.ai
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    Free courses designed for practical deep learning aimed at making AI accessible.

Language Models & NLP

  • Hugging Face
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    Platform providing thousands of pretrained models for NLP tasks.
  • OpenAI API
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    Access to powerful language models like GPT-4 for various applications.
  • Claude by Anthropic
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    AI assistant designed with a focus on safety and helpfulness.

Computer Vision Tools

  • OpenCV
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    Open-source computer vision and machine learning software library.
  • Roboflow
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    End-to-end computer vision platform to build and deploy models.
  • YOLO (You Only Look Once)
    GitHub Repository
    Real-time object detection algorithm and implementation.

AI Ethics & Resources

  • AI Ethics Guidelines for Practitioners
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    IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems.
  • AI4ALL
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    Dedicated to increasing diversity and inclusion in AI education and research.
  • Montreal AI Ethics Institute
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    Research institute focused on defining humanity’s place in an AI-enabled world.

AI Developer Tools

  • Jupyter Notebooks
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    Interactive computing environment for creating and sharing documents with live code.
  • Google Colab
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    Free Jupyter notebook environment that runs in the cloud with GPU access.
  • Weights & Biases
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    Machine learning experiment tracking, dataset versioning, and collaboration tools.

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