Journey into the heart of machine learning with deep learning techniques. Understand neural architectures, from simple feedforward networks to convolutional and recurrent networks. Harness these structures to interpret complex data formats, including visual and sequential data. This unit provides a comprehensive insight into the world where machines not just learn, but think.

Language, with its nuances and intricacies, presents a unique challenge to machines. With NLP, dive deep into the computational models of human language. Understand sentiment analysis, develop intelligent chatbots, and interpret linguistic structures, ensuring machines can comprehend and respond to human language with finesse.

Beyond the foundational machine learning models lie advanced techniques that offer refined predictions and insights. Explore ensemble methods, delve into optimization algorithms, and harness cutting-edge strategies to elevate the performance and precision of predictive models.