Deep Learning and Neural Networks
- Deep Learning with TensorFlow and Keras
- Explore advanced concepts in deep learning using popular frameworks.
Convolutional and Recurrent Neural Networks
- Understand the architecture and applications of CNNs and RNNs.
Advanced Machine Learning Techniques
- Unsupervised Learning Techniques
- Dive into advanced unsupervised learning methods.
- Decision Trees, Random Forests, and Ensemble Learning
- Explore ensemble techniques for robust and accurate models.
Machine Learning on Cloud Platforms
- Advanced Machine Learning with AWS
- Take your AWS skills to the next level for complex ML models.
- Using AWS SageMaker for complex ML models.
- Leverage AWS SageMaker for building and deploying complex ML models.
Databricks for Machine Learning
- Integrate Databricks with ML and AI, exploring its capabilities.
Natural Language Processing (NLP)
- NLP with Deep Learning
- Uncover the power of NLP through deep learning techniques.
- Text Processing and Analysis using Cloud Tools
- Harness cloud tools for efficient text processing and analysis.
Capstone Project and Advanced Topics
- Advanced Capstone Project
- Undertake a complex project involving NLP or deep learning, utilising cloud platforms like AWS or Databricks.
Ethical Considerations in AI
- Explore the ethical dimensions of AI and ML applications.
