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Deep Learning

Prepare to delve into the cutting-edge field of artificial intelligence with our Best Deep Learning Course in Bangalore
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Course Duration: 80h
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About Course

Our Deep Learning Course offers a comprehensive curriculum that covers the latest advancements in deep learning technology. By the end of the program, you’ll have the skills and confidence to tackle complex AI challenges and drive innovation in your organization. This immersive program offers a deep dive into advanced deep learning techniques and their applications, equipping you with the knowledge and skills to become a proficient deep learning practitioner. Whether you’re a seasoned professional or a newcomer to the field, this course will empower you to harness the power of deep learning to solve complex real-world problems.

What you’ll learn

     Advanced Neural Network Architectures: Explore advanced neural network architectures, including deep feedforward networks, recurrent neural networks (RNNs), long short-term memory (LSTM) networks, and convolutional neural networks (CNNs).

     Optimization Algorithms: Learn about optimization algorithms such as stochastic gradient descent (SGD), Adam, RMSprop, and learning rate scheduling techniques to train deep learning models effectively.

     Deep Reinforcement Learning: Delve into the exciting field of deep reinforcement learning, mastering concepts such as Q-learning, policy gradients, and actor-critic methods to train agents that can learn to make decisions in complex environments.

     Autoencoders and Variational Autoencoders: Understand the principles behind autoencoders and variational autoencoders (VAEs) and learn how to apply them for data compression, denoising, and generative modeling tasks.

     Natural Language Processing with Deep Learning: Learn how to apply deep learning techniques to natural language processing tasks, including text classification, sentiment analysis, named entity recognition, and machine translation.

     Deep Learning for Computer Vision: Explore advanced computer vision techniques, including object detection, image segmentation, instance segmentation, and image synthesis using deep learning models.

    Deployment and Scalability: Gain insights into deploying deep learning models in production environments and scaling them to handle large-scale datasets and high-throughput inference.

Requirements

  • To succeed in our Deep Learning Course, participants should possess a strong foundation in linear algebra, calculus, probability theory, and Python programming. Prior experience with basic machine learning concepts and frameworks like TensorFlow or PyTorch is recommended.recommended..

Course Content

Foundations of Deep Learning (20 hours)

  • Introduction to Deep Learning
  • Artificial Neural Networks (ANNs)
  • Activation Functions
  • Cost Functions
  • Backpropagation Algorithm
  • Optimization Algorithms (Gradient Descent, Adam, RMSprop)
  • Convolutional Neural Networks (CNNs)
  • Recurrent Neural Networks (RNNs)
  • Long Short-Term Memory (LSTM) Networks

Advanced Deep Learning Techniques (25 hours)

Deep Learning Applications in Computer Vision (20 hours)

Deep Learning Applications in Natural Language Processing (NLP) (15 hours)

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Student Ratings & Reviews

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Course level:Intermediate
Course Duration: 80h
Enrolled:0
Last Updated:March 8, 2024

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