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Delve into Deep Learning, a core aspect of our AI and Data Science Course. Explore advanced algorithms using TensorFlow and PyTorch to revolutionize industries—master neural networks for tasks like image recognition and natural language processing. Join our AI and Data Science Course to gain these cutting-edge skills.
Deep Learning, a subset of machine learning in Artificial Intelligence (AI), mimics the workings of the human brain in processing data for use in detecting objects, recognizing speech, translating languages, and making decisions. This overview provides insights into deep learning's applications, significance in data science, learning pathways, industry trends, essential tools, top resources for further learning, and its adoption in the industry. Dive deeper into this field with an AI and Data Science Course, where you'll explore advanced concepts and practical applications.
This AI and Data Science Course is designed to equip you with the skills needed to excel in this rapidly evolving field.
Foundations of Deep Learning
Neural Network Architectures
Mathematical and Theoretical Underpinnings
Frameworks and Tools
Training Deep Learning Models
Advanced Deep Learning Concepts
Ethical Considerations
> Single Layer Perceptron
> Activation Functions (Linear, Sigmoid, Tanh, Relu, Leaky Relu)
> Loss Functions
> Optimization Techniques (Gradient Descent, Stochastic Gradient Descent, Mini Batch Gradient Descent, ADAM, RMSProp, AdaGrad, Nadam)
> Conv Operations
> Fully Connected Network
> LeNet, AlexNet, ResNet, VGG
> RCNN, Fast RCNN, Faster RCNN, Mask RCNN
> YOLO, SSD
> LSTM
> GRU
> CNN + RNN
> Bi-Directional RNN
> Boltzmann Machine Deep Boltzmann Machine Restricted Boltzmann Machine
> Deep Boltzmann Machine
> Restricted Boltzmann Machine
> AutoEncoders Standard AutoEncoders Variational AutoEncoders Stacked AutoEncoders
> Standard AutoEncoders
> Variational AutoEncoders
> Stacked AutoEncoders
> Deep Belief Networks
> GAN
> Deep Dream (Neural Style Transfer)
Mathematics
Programming Skills
Computer Science Fundamentals
Curiosity and Willingness to Experiment
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Enroll today to start learning on your terms!
April 24th, 2024
Online Weekend Batch
April 30th, 2024
Offline Weekend Batch
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