Master the fundamentals of Deep Learning and break into AI
Deep Learning Foundation Certificate (DLFC)
Once submitted, you will receive the course syllabus via email
3 days, including
examination
Vendor
Neutral
Industry
Validated
Internationally Recognised
Digital Credential
Certification Exam
Pass the 1-hour exam consisting of 50 Online Multiple Choice Questions with the score of 70% to earn this certification
Vendor-neutral
“Vendor-neutral” certifications refer to any certifications that are not directly associated with specific IT vendors. These certifications tend to develop a knowledge and skill base that is universally applicable and individual with skills that are more conceptual, setting you up to work with a greater range of products / tools.
Industry Validated
One of the most industry validated digital skills certification in Asia. Course and exams is taken by the industries / academia / governments from 26 countries in Asia via 30+ Authorised Training Partners (ATP) and 50+ Authorised Academy Partners (AAP) within iTrain Asia Global Partner Network.
Internationally Recognized Digital Credential
iTrain Asia has partnered with Credly USA (Acclaim) – the International Digital Credentialing Provider to award digital badges for your iTrain Asia Digital Skills credentials. You can share your qualifications on social media, and keep your digital credentials for life. Employers can also easily validate the certification via blockchain enabled digital credentials 
UPCOMING TRAINING DATES
8-10 February 2022
1-3 June 2022
Course Overview
Deep Learning is the fastest-growing field in Machine Learning and highly crucial for Artificial Intelligence, using many-layered Deep Neural Networks (DNNs) to make sense of data and enable many practical machine assists.
Our Deep Learning Foundation Certification course will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology.
AI is transforming many industries. This 2-day, instructor-led, Deep Learning Foundation course provides a pathway for you to take the definitive step in the world of AI by helping you gain the knowledge and skills to level up your career.
What you will gain:
- Understand the intuition behind Artificial Neural Networks
- Understand the intuition behind Convolutional Neural Networks
- Apply Artificial and Convolutional Neural Networks in practice
- Understand the intuition behind Recurrent Neural Networks
- Apply Recurrent Neural Networks in practice
What is Deep Learning and what are Neural Networks?
- Deep Learning as a branch of AI
- Neural networks and their history and relationship to neurons
- Creating a neural network in Python
Artificial Neural Networks (ANN) Intuition
- Understanding the neuron and neuroscience
- The activation function (utility function or loss function)
- How do NN’s work?
- How do NN’s learn?
- Gradient descent
- Stochastic Gradient descent
- Backpropagation
Building an ANN
- Getting the python libraries
- Constructing ANN
- Using the bank customer churn dataset
- Predicting if customer will leave or not
Evaluating Performance of an ANN
- Evaluating the ANN
- Improving the ANN
- Tuning the ANN
Hands-On Exercise
- Participants will be asked to build the ANN from the previous exercise
- Participants will be asked to improve the accuracy of their ANN
Convolutional Neural Networks (CNN) Intuition
- What are CNN’s?
- Convolution operation
- ReLU Layer
- Pooling
- Flattening
- Full Connection
- Softmax and Cross-entropy
Building a CNN
- Getting the python libraries
- Constructing a CNN
- Using the Image classification dataset
- Predicting the class of an image
Evaluating Performance of a CNN
- Evaluating the CNN
- Improving the CNN
- Tuning the CNN
Hands-On Exercise
- Participants will be asked to build the CNN from the previous exercise
- Participants will be asked to improve the accuracy of their CNN
Recurrent Neural Networks (RNN) Intuition
- What are RNN’s?
- Vanishing Gradient problem
- LSTMs
- Practical intuition
- LSTM variations
Building a RNN
- Getting the python libraries
- Constructing RNN
- Using the stock prediction dataset
- Predicting stock price
Evaluating Performance of a RNN
- Evaluating the RNN
- Improving the RNN
- Tuning the RNN
Hands-On Exercise
- Participants will be asked to build the RNNfrom the previous exercise
- Participants will be asked to improve the accuracy of their RNN
Natural Language Processing and Word Embeddings
- Word representation
- Word embeddings
- Word2Vec
- Sentiment Classification
Sequence Models and Attention Mechanism
- Picking the next word or sentence
- Beam Search
- What is an Attention Model?
- Speech Recognition
- Trigger Word Detection
- Working with Advanced NLP Models – GPT – 3
Hands-On Exercise
- Participants will be asked to use attention-based sequence models and evaluate their effectiveness
- Participants will be asked to improve the accuracy of their attention-based models
Building a Deep Learning Neural Network (DQN)
- Getting the Python libraries
- Constructing the DQN
- Working with OpenAI Gym
- Optimising a DQN
Reinforcement Learning
- What is reinforcement learning?
- K-Armed Bandit Problem – exploration / exploitation trade-off
- Markov Processes
- Policies and value functions
- Dynamic programming
- Q learning and Deep Q learning
Hands-On Exercise
- Participants will be asked to build the DQN from the previous exercise
- Participants will be asked to improve the accuracy of their DQN
Evaluating Performance of a DQN
- Evaluating the DQN
- Improving the DQN
- Tuning the DQN
Don’t just take our word for it
Hear from our certified trainees
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All our certification training are HRD Corp claimable under the Skim Bantuan Latihan (SBL and SBL-Khas Scheme). For training under the SBL-Khas Program, no upfront payment is required. For more information, Click Learn More to Visit the site
Human Resources Development Corporation Approved Centre
A CERTIFICATION TRAINING THAT HELPS YOU STAND OUT
This Deep Learning Foundation Certificate (DLFC) is awarded by iTrainAsia Singapore, the region’s top Tech Certification Provider. Be part of our expanding community of global tech experts, and gain the opportunity to:
Develop in-demand competencies and get acknowledged by key industry players & employers
Enjoy a leaner-mediated training experience that supports you from
start to end
Experience a structured and
hands-on approach to achieving your
credentials
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