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Advanced Deep Learning Professional (ADLP)

Advanced Deep Learning Professional (ADLP)


Artificial intelligence has a wide range of uses in businesses. Studies have shown that Artificial Intelligence is expected to continue transforming businesses, enhancing business processes in every industry verticals.

Deep learning, an advanced artificial intelligence technique that relies on neural networks to engage in non-linear reasoning. Some examples of its application are in fraud detection and self-driving cars. It has promised to transform businesses due to its scalability and more detailed model. With its advanced prowess and independence, Deep Learning’s potential to remake and transform businesses are limitless.






Advanced Deep Learning Professional (ADLP)

$1,160.00

Course Fee is in Singapore Dollars (SGD) . Apply for Financial Aid

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  • Duration: 3 Day / 24 Hours

  • Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination

  • Who Should Attend: Aspiring Artificial Intelligence professionals, Data Analyst, Computer Scientist, Programmers, and Anyone interested in pursuing a career in the areas of Artificial Intelligence and Deep Learning

Course Objective

Acquire the essential knowledge and technical skills on how manage and deploy Artificial Intelligence and Deep Learning in an organization.

Learn the Python Programming and its extensive libraries to develop the core components of Deep Learning, Computer Vision, Neural Network and Natural Language Processing (NLP) technologies

Pre-Requisite

It is recommended that participants have some prior experience in computer science or have successfully completed Certified Machine Learning Expert.

Examination

Participants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Deep Learning and Python Programming based on the syllabus covered

Participants are expected to score a minimum of 70% to pass the examination

Course Outline


Module 1
Introduction to Deep Learning

Topics Covered

  • What is Artificial Intelligence and Machine Learning?
  • Understanding Learning Representation of Data
  • Probabilistic Modeling
  • Kernel Methods
  • Decision trees, Random Forests, and Gradient Boosting Machines
  • Fundamentals of Deep Learning
  • Understanding Neural Networks
  • What Makes Deep Learning Different
  • Hardware, Data, and Algorithms of Deep Learning
  • How Deep Learning Works
  • Deep Learning and Its Application
  • Future of Deep Learning
Module 2
Data Representation in Neural Networks

Topics Covered

  • Scalars, Vectors, Matrices
  • 3D Tensors and higher-dimensional tensors
  • Key Attributes
  • Manipulating Tensors in Numpy
  • The Notion of Data Batch
  • Examples of Data Tensors
  • Vector Data
  • Timeseries Data or Sequence Data
  • Image and Video Data
Module 3
Neural Networks: Tensor Operations and Gradient-Based Operations

Topics Covered

  • Element-wise Operations
  • Broadcasting
  • Tensor Dot
  • Tensor Reshaping
  • Geometric Interpretation of Tensor Operations
  • Geometric Interpretation of Deep Learning
  • Introduction to Derivative
  • Derivative of a Tensor Operation: Gradient
  • Stochastic Gradient Descent
  • The Backpropagation Algorithm
Module 4
Getting Ready for Deep Learning and Structure of Neural Network

Topics Covered

  • Key Considerations
  • Setting up Jupyter Notebooks
  • Setting up of Keras
  • Deep Learning in a Cloud
  • Identifying the Best GPU for Deep Learning
  • What are the Layers for Deep Learning?
  • Neural Network Models
  • Core Elements to Configuring a Learning Process
  • Introduction to Keras, TensorFlow, Theano, and CNTK
  • Brief Overview of Keras
Module 5
Classification and Regression Models in Deep Learning

Topics Covered

  • Data preparation for Binary Classification
  • Building a Binary Classification Network
  • Validating Approach
  • Using a Trained Network to Generate Predictions on New Data
  • Data Preparation for Multi-Class Classification
  • Building Multi-Class Classification Network
  • Validating Approach
  • Generate Predictions on New Data for Regression Model
  • Alternative Ways to Handle Labels and Loss
  • Importance of Having Sufficiently Large Intermediate Layers
  • Preparing the Data
  • Building Network
  • Validating Approach using K-Fold Validation
Module 6
Deep Dive into Computer Vision (CV)

Topics Covered

  • Introduction to Convnets
  • Understanding Convolution Operation and Max Pooling Operation
  • Training a Convnet on a Small Dataset
  • Understanding the Relevance of Deep Learning for Small-Data Problems
  • Downloading the Data and Building the Network
  • Data Pre-processing and Data Augmentation
  • Visualizing Intermediate Activations
  • Visualizing Convnet Filters
  • Visualizing Heatmaps of Class Activation
Module 7
Deep Learning for Text and Sequences

Topics Covered

  • Encoding of Words or Characters
  • How is Word Embedding Being Used?
  • From Raw Text to Word Embeddings
  • Understanding Recurrent Neural Networks
  • What is LSTM and GRU Layers?
  • What is a First Recurrent Baseline
  • Using Recurrent Dropout to Fight Overfitting
  • Stacking Recurrent Layers
  • Using Bidirectional RNNs
  • Understanding 1D Convolution for Sequence Data
  • 1D Pooling for Sequence Data
  • Implementing a 1D Convnet
  • Combing CNNs and RNNs to Process Long Sequences

Advanced Deep Learning Professional (ADLP) involves rigorous usage of real-time case studies, hands-on exercises and group discussion






What You Can Expect




Technology-Based Training



Open-Source Tools



80% Hands-On Exercises / 20% Theory



Designed by Industry Leaders and Subject-Matter Experts



Progressive Learning



Highly interactive, supportive and encouraging



Be recognized as a CASUGOL Certified Professional



What Learners Say

ExcellentCASUGOL4.9★★★★★Mary Grace PlanasMary Grace Planas ★★★★★ Excellent training experience, very collaborative, interactive and engaging. Complex theories were transformed into simpler ideas that all participants can easily understand. Case studies and framework shared were very helpful to visualize the value of digital transformation.Mel PlanasMel Planas ★★★★★ Excellent training experience. 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If you want to advance your career and knowledge in data analytics, digital transformation and strategic intelligence, this is the place.Hanna GuerraHanna Guerra ★★★★★ Very good training provider for Digital Transformation-related courses. Actual examples are provided so that participants can better understand the lecture, classes are very engaging, and lecturer/facilitator also gives out assignments and exercises so that we can apply what topics that were discussed.Hanisah RujanaHanisah Rujana ★★★★★ Trainer Dwayne is very skilled, patient & helpful during his training. He will try his best to answer any doubts & gives attentions to students in need.Jizhou YangJizhou Yang ★★★★★ Chee Keong TanChee Keong Tan ★★★★★ Khoon PengKhoon Peng ★★★★★ Excellence course for a noviceSabri SabtuSabri Sabtu ★★★★★ great python programming classes conducted by Dwayne. Its my 2nd time.Shaju DeenShaju Deen ★★★★★ Good courseRicky Tan Yuan ShengRicky Tan Yuan Sheng ★★★★★ Casugol made python programming easy to learn 🙂 recommended to try out their courses!Swathi Sree BalajiSwathi Sree Balaji ★★★★★ I had taken the Data Analytics Essentials (DAE) Using Python x ChatGPT course from Casugol and found the training to be very good. It was presented and walk through such that the key concepts were clearly understood Special thanks to the trainer Dwayne who made it very interesting all the way long thank youjulia jjulia j ★★★★★ The content is short concise and very relevant to my current needs. The approach is easily to understand for a non-IT professional like me. Dwayne vast experience really helps to provides examples of many scenarios happening around DT. Thanks CASUGOL!Syamsul Bahreen Mohd Satar (Sam Bahreen)Syamsul Bahreen Mohd Satar (Sam Bahreen) ★★★★★ As someone who's constantly seeking avenues to stay ahead in the digital realm, I can confidently say that CASUGOL's Digital Transformation CDTP course exceeded my expectations. From the outset, their commitment to delivering quality education is evident.What sets CASUGOL apart is their practical approach to teaching. Unlike many online classes that bombard you with theoretical jargon, CASUGOL ensures a hands-on learning experience. The instructor is not only knowledgeable but also passionate about imparting his expertise.Moreover, the flexibility of the online platform allowed me to learn at my own pace without compromising on the depth of knowledge gained. The course materials are accessible and well-structured, making complex concepts digestible for learners of all backgrounds.In conclusion, CASUGOL's Digital Transformation CDTP course is a game-changer for anyone looking to navigate the digital landscape effectively. Whether you're a seasoned professional or a budding enthusiast, I wholeheartedly recommend this course for its unparalleled value and transformative impact. Kudos to the CASUGOL team for delivering excellence in education!Chok YkChok Yk ★★★★★ Very interesting and interactive training session on Digital Transformation. The trainer is very knowledgable to share the case study and relevant to our job enviroement.Calvin NgCalvin Ng ★★★★★ Took the CDTP 2 days training session. It was good to provide some insight on Digital transformation and methods to approach them.Jia Yaw LimJia Yaw Lim ★★★★★ Interesting course and great lecturerNissan ChenNissan Chen ★★★★★ 27-FEB-2024Dwayne teaching is excellent. Easy to understand. Straight to the point. Highly recommend Individuals, Organizations to join. Anyone can do Python.Mindy TanMindy Tan ★★★★★ Friendly trainer. Always stopping to ask if we have any questions and asking us questions to make the lesson interactive.john bcchuajohn bcchua ★★★★★ Htet Paing SoeHtet Paing Soe ★★★★★ Mechelle Villamor-AdolfoMechelle Villamor-Adolfo ★★★★★ Dalya FongDalya Fong ★★★★★ Engaging lecturer with plenty of opportunities for interaction and questionsROLLY DINOPOLROLLY DINOPOL ★★★★★ Venice Anne MilloriaVenice Anne Milloria ★★★★★ I appreciate the effort put into organizing and delivering the training.Paulino Fuentes IIIPaulino Fuentes III ★★★★★ Very good trainingJacob RizadaJacob Rizada ★★★★★ ranjani ramjiranjani ramji ★★★★★ I had taken the Digital Transformation Professional course from Casugol and found the training to be very good. It was presented and walk through such that the key concepts were clearly understood- Special thanks to the trainer Dwayne who made it very interesting all the way long. thank youMichael de JesusMichael de Jesus ★★★★★ I really love the class! Dwayne is very knowledgeable and engaging no boring moments! i love the jokes! makes the class more fun!Jason LendouJason Lendou ★★★★★ They are the Best CASUGOL:)Yahadi GuloYahadi Gulo ★★★★★ niceRoby SembiringRoby Sembiring ★★★★★ Kevin LtKevin Lt ★★★★★ Ade NovitAde Novit ★★★★★ exellent!!!Salvador Roel RubiSalvador Roel Rubi ★★★★★ Sharon Tomo-BustamanteSharon Tomo-Bustamante ★★★★★ Shiella Marie MatuguinaShiella Marie Matuguina ★★★★★ This is my second time to attend a training by Casugol and both times I was able to get something from it which can be applied to my current occupation. Dwayne is very patient and attends to your question, which is a good quality of how a trainer should be. Also, even at the last minute request, he extended to give way to our company's townhall.. you ought to try them!Cliff BalayanCliff Balayan ★★★★★ Awesome to Learn, Thanks Sir Dwayne.JenJen ★★★★★ Good beginner class to learn the foundation of the Data Analytics!js_loader




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