Machine Learning for Developers

  1. Pre-trained Models and Transfer Learning
    1. Transfer Learning Concepts
      1. Feature Extraction
        1. Fine-Tuning Strategies
          1. Domain Adaptation
            1. Multi-Task Learning
            2. Model Repositories and Hubs
              1. Hugging Face Hub
                1. Model Discovery
                  1. Model Loading
                    1. Custom Model Upload
                    2. TensorFlow Hub
                      1. Module System
                        1. Integration Patterns
                        2. PyTorch Hub
                          1. Model Zoo
                            1. Custom Models
                          2. Cloud AI Services
                            1. Vision Services
                              1. Image Classification APIs
                                1. Object Detection APIs
                                  1. OCR Services
                                    1. Face Recognition APIs
                                    2. Language Services
                                      1. Text Analysis APIs
                                        1. Translation Services
                                          1. Speech Recognition APIs
                                            1. Chatbot Frameworks
                                            2. AutoML Platforms
                                              1. Automated Model Training
                                                1. No-Code Solutions
                                                  1. Custom Model Development

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                                              6. Data Engineering for Machine Learning

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                                              8. Model Deployment and MLOps