Deep Studying Specialization

WHAT YOU WILL LEARN

• Construct and prepare deep neural networks, establish key structure parameters, implement vectorized neural networks and deep studying to functions

   

• Prepare take a look at units, analyze variance for DL functions, use customary methods and optimization algorithms, and construct neural networks in TensorFlow

   

• Construct a CNN and apply it to detection and recognition duties, use neural model switch to generate artwork, and apply algorithms to picture and video knowledge

   

• Construct and prepare RNNs, work with NLP and Phrase Embeddings, and use HuggingFace tokenizers and transformer fashions to carry out NER and Query Answering

   

---

SKILLS YOU WILL GAIN

• Synthetic Neural Community
• Convolutional Neural Community
• Tensorflow
• Recurrent Neural Community
• Transformers
• Deep Studying
• Backpropagation
• Python Programming
• Neural Community Structure
• Mathematical Optimization
• hyperparameter tuning
• Inductive Switch

About this Specialization

The Deep Studying Specialization is a foundational program that may allow you to perceive the capabilities, challenges, and penalties of deep studying and put together you to take part within the improvement of modern AI expertise.

On this Specialization, you’ll construct and prepare neural community architectures corresponding to Convolutional Neural Networks, Recurrent Neural Networks, LSTMs, Transformers, and learn to make them higher with methods corresponding to Dropout, BatchNorm, Xavier/He initialization, and extra. Get able to grasp theoretical ideas and their trade functions utilizing Python and TensorFlow and deal with real-world instances corresponding to speech recognition, music synthesis, chatbots, machine translation, pure language processing, and extra.

AI is reworking many industries. The Deep Studying Specialization offers a pathway so that you can take the definitive step on the earth of AI by serving to you acquire the information and expertise to degree up your profession. Alongside the way in which, additionally, you will get profession recommendation from deep studying consultants from trade and academia.

Utilized Studying Mission

By the tip you’ll have the ability to

• Construct and prepare deep neural networks, implement vectorized neural networks, establish structure parameters, and apply DL to your functions

• Use finest practices to coach and develop take a look at units and analyze bias/variance for constructing DL functions, use customary NN methods, apply optimization algorithms, and implement a neural community in TensorFlow

• Use methods for lowering errors in ML programs, perceive advanced ML settings, and apply end-to-end, switch, and multi-task studying

• Construct a Convolutional Neural Community, apply it to visible detection and recognition duties, use neural model switch to generate artwork, and apply these algorithms to picture, video, and different 2D/3D knowledge

• Construct and prepare Recurrent Neural Networks and its variants (GRUs, LSTMs), apply RNNs to character-level language modeling, work with NLP and Phrase Embeddings, and use HuggingFace tokenizers and transformers to carry out Named Entity Recognition and Query Answering