Mastering Deep Learning Foundations
“In the age of deep learning, the more data you have, the smarter your machine becomes.”
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Course Details
| Attribute | Details |
|---|---|
| Duration | 12 weeks |
| Training Level | Beginner to Advanced |
| Sessions | Interactive live teaching sessions |
| Doubt Clearing Sessions | Twice a week |
| Certification | Training completion certificate |
| Course Materials | Access to recorded sessions and resources |
| Support | 24/7 support via email and chat |
Deep Learning Curriculum
- History and evolution of Deep Learning
- Overview of Neural Networks
- Applications of Deep Learning in various industries
- Neurons, Layers, and Activation functions
- Forward and backward propagation
- Loss function and optimization
- Stochastic Gradient Descent (SGD)
- Overfitting and Underfitting
- Regularization techniques (Dropout, L2)
- Pooling layers and fully connected layers
- Architectures of popular CNN models (LeNet, AlexNet, VGG, ResNet)
- Applications of CNNs in image recognition
- Long Short-Term Memory (LSTM) networks
- Gated Recurrent Units (GRUs)
- Applications of RNNs in sequential data (text, speech, time series)
- Architecture and working of GANs
- Variational Autoencoders (VAEs)
- Applications in image generation and data synthesis
- Fine-tuning pre-trained models
- Using pre-trained CNN models for custom tasks
- Applications of transfer learning in NLP and computer vision
- Word embeddings (Word2Vec, GloVe)
- Recurrent Neural Networks in NLP
- Transformer models (BERT, GPT)
- Q-learning and Deep Q Networks (DQN)
- Policy Gradients and Actor-Critic Methods
- Applications of reinforcement learning in games and robotics
- Deep learning in healthcare, finance, and autonomous systems
- Ethical considerations in deep learning
- Future trends in Deep Learning
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ExploreFrequently Asked Questions
What is an online training program?
An online training program is a learning experience delivered over the internet. It includes instructional materials, live sessions, and assessments that can be accessed remotely from anywhere.
How do I enroll in the program?
You can enroll in our online training programs by visiting our website, selecting the course, and filling out the registration form. After registration, you'll receive a confirmation email with further details.
Do I need any specific software or equipment?
For most online training programs, you'll need a computer or mobile device with an internet connection. Some courses may require additional software, which will be mentioned in the course details.
Are the online programs live or pre-recorded?
Our online training programs include both live sessions and pre-recorded content. You’ll have access to live sessions with instructors as well as recorded materials that you can review at your own pace.
Can I interact with the instructor during the course?
Yes, you can interact with the instructor during live sessions through chat or Q&A. Some courses also include discussion forums for continuous interaction.
How do I get support during the course?
We offer 24/7 support through email and chat. Additionally, live doubt-clearing sessions are available twice a week to help you with any questions.
What if I miss a live session?
Don't worry! All live sessions are recorded and available for you to watch at your convenience. You can access them anytime.
Is there a certificate upon completion?
Yes, you will receive a certificate of completion after successfully finishing the course requirements.
Can I access the course material after the course ends?
Yes, you will have lifetime access to the course material, including recordings and resources, even after the course has concluded.
Are there any prerequisites for the courses?
Each course has specific prerequisites. Some courses are designed for beginners, while others require prior knowledge in certain subjects. Please check the course details for any prerequisites.
How can I contact customer support?
You can contact our customer support team via email, chat, or phone, available on our website's contact page.