Advanced Deep Learning Professional (ADLP)

What Our Learners Say

CASUGOL

4.9

Excellent knowledge of trainer, simplicity of presentation and very very engaging course.

Nilotpal Ganguly

Great and simple course contents

Prachur Shukla

Course is well structured and very informative

Ali Al-Ansari

Well done indeed

Waleed Tamimi

Mohammed Juma

Mb Reddy

W Yeo

This 4-day course has been tremendously helpful and insightful. I started from near zero knowledge but with my lecturer, Mr Dwayne Ong's patience and ability to make me comfortable, I have come to appreciate Python programming and its capabilities. I look forward to learning more through practice in future with Casugol's help.

Daniel Goh

Ashraf Husseini

Kim Guan Goh

Course is well structured with wonderful insights from both trainers and international participants

Ally Allie

ADZHAR BIN KAMALUDIN

I thoroughly enjoyed the workshop and likely to attend more courses in the future.

shai omarali

wylie vv

Lim Weihan

Dihui Toh

Learned a lot from the course and it is enjoyable.

Ridzuan Abd Rahim

This is a God-sent Data Science course provider. Dwayne has been very accommodating and very professional. I will definitely continue my Data Science journey with Casugol.

Ahmed Salleh Mohamed Bashar

Mun Yin Ting

Excellent course by Dwayne. Very professional, collaborative and spot on pace and contents. Kudos to Dwayne and CASUGOL team. Looking forward for other upcoming courses.

Saiful Rizal Alias

Lots of information and inout during training

Mohd Al Iman Zakaria

Zaim Arif

Very interactive training. Very helpful

ariza husof

Professional training with good content

Michael Goh

Huimin Tan

Mr. Dwanye is very friendly and encourages the participants to actively participate in the course. He's very knowledgeable and was able to answer any questions that were posed by the class. He also took his time to explain concepts that were foreign to the class. Would definitely recommend to individuals who would like to expand their scope of skills in python.

Selina Lim

Great course! Great trainer (Dwayne)! I learned a lot of stuff which is very useful at work. Dwayne made the sessions very engaging which kept me more interested! Great Job!

Raymond Flores

QIU YING NG

kamal ahmat

Yvonne Koh

Learned a lot from the course. Thanks so much to our trainer Dwayne for always checking with us if we really understand and also patiently answering our questions 🙂

natalie tee

Mr Dwayne is Great Passionate Speaker! Excellent

Sylvian Shooi Yang Hwa

Justin Tang

Great training by Dwayne! He made all the participants feel at ease and comfortable to share their views and opinions. Syllabus covered was also very relevant and up to date with the latest technology trends. Kudos to the CASUGOL team for great delivery!

Muhammad Asyraf Mohammad Naim

Dwayne is an expert in Digital Transformation and all the knowledge shared is very helpful for me to implement at my organisation.

Amalina Hashim

BoonTeong Teo

Attended a course with Casugol, and Dwayne is great at explaining, plus, he is patient with the explanations.

Elle Low

nurul atika

Amin Qim

It's really worth it to attend Data Analytics Essential course. So many things I've learned. Really useful for my work

Nuraina Fatimah

I learned a lot from the course, especially on the Digital Transformation Framework, which helped to focus on what needs to be prepared and managed to implementing a successful digital transformation within organizations.

Jimmy Gani

From the 3 courses i attended so far, I find them to be very engaging and informative. Highly recommend.

Chan Darryl

I gain great understanding on how to be a digital transformation professional and doing it step by step.

Triharto Bintana

Mandeep Chahal (M20AIE248)

We had an in-depth training session by our trainer (Mr Dyawne Ong) on Digital Transformation Framework. Excellent training material, communication and analysis delivered throughout the 3 days training period.

Yatie Lim

MSaiful

Excellent....

Hilmi Mohd

I would like to share knowledge gain from this session to others due to tremendously facts and objective

norsila misman

The training course is helpful for my job

Soohoo kinhoon

Enjoyable training experiences

Bahrain Suffian

Excellent.

fisal ebrahim

Great session ! Full of knowledge.

jefiena

Fun way in gain knowledge

Eddy Matin

Experienced trainer and capable to provide consultation during training services

Raziz Rashid

kamarun nizam

Interactive and lively session

Sharoul

Anisah Seleman

Well-organized and interactive training

Syazwan Neamat

Raymond Eng

Good training. Good trainer. Good content. Good interaction

Zulkifli Zainol

Very informative and engaging training sessions provided

Darren Kong

Casugol delivers top quality python courses which are for all levels, and they are willing to go the extra mile to help individual candidates in their learning journey. Highly recommended !!!

RO HAN

Took the training Python Programming Essentials and learned a lot from it..

Carmen Marie Vergel De Dios (Meng)

Eric Foo

Thank you for the great experience and instruction during the course.

Jeremy Ong

haniiza Roslan

maziah mahmod

Excellence

Muhamad Hairy Rejap

Very good training and will recommend to my management and colleagues to attend this training

Jaini Bin Saleh

Great sharing on Digital Transformation Courses.

Shahril Mohd Salleh

Kate Becca

Linh Nguyen

Khóa học chuyên nghiệp và chất lượng. Là đơn vị uy tín cho bất kỳ ai muốn trở thành chuyên gia Chuyển đổi số!

Long Trần

yoges subra

Thanks Dwayne for the good training on overall Data Transformation

Cf Mah

Dani Pradana

Materinya lengkap dan berkualitas. Cara pegajaran baik sehingga mudah dimengerti

dul tawwab

The Future Tech: Women in Tech 2021 was a great conference that showcased numerous women making waves within the tech industry throughout the world. I really enjoyed this event.

Renita Rhodes

Mohsen Marjani

Thulasyammal Ramiah Pillai

The training is clearly defined, organized, easy to follow, and relevant to me and I am sure that the training experience will be useful in my job.Mr Dwayne Ong is an expert, he is very ready in training and of course provides individual assistance when needed.I'm excited to be part of the training at Casugol 🙂

Dadan Abdullah

In Casugol I had a comfortable learning experience, even though the class was online but I still got detailed programming techniques, communicative and comfortable learning . thank you casugol

Mina Ismu Rahayu

I Attended Advanced Python Programming Professional course, it well covered of theories and technical skills, and plus point is course instructor very kind in giving essential information and his experience, he'd demostrated and explained to us in ML Logistic Regression as an extra before the training ending. I gains a lot! thanks!

Samson Teo

It is a good course to gain a good understanding of what is machine learning. Although rather technical, course instructor was able to simplify the concepts for the participants to understand. Also reasonably priced.

Ah Kau Lim

I have had some very interesting experiences with Casugol and in particular the presentation sessions with Dwayne Ong, the CEO of Casugol. His session with Taylors University students had been very refreshing from the viewpoint of sharing industry knowledge and enlightening students and exposing them to experiences that they may not get from a classroom setting. Dwayne Ong has been an avid knowledge sharing expert in all his sessions. I would certainly recommend all educational institutions to seek the expert guidance of one of our most cherished exponent of Digital Transformation and advocate of knowledge for everyone. Good thing about the certifications, it never expires.

Azween Abdullah

I attended the online conference today. I came to know this conference from Mr. Jovan Hutton Pulitzer's Telegram. Not only Jovan but also other speakers were so inspiring.(by Maeko Ushiro)

kagechiyo09

This WIT conference was very professional and well put together! I enjoyed being a part of this and would recommend attendance for this to anyone in this industry to both learn and provide assistance with higher education..

Michelle Moore

Future Tech: Women in Tech 2021 was an excellent virtual event that brought professional speakers from all around the world. Casugol created a platform to showcase the women talents and skills in STEM that many have benefitted. Well Done!!

kavitha muthy

WeiWei Goh

seongryeong kim

Juan Carlos Ascanio

Kunal Thakkar

Glad that I have attended Dwayne class on Python. Great delivery of course content. Clear, systematic approach to deliver the online course.

Jason Hee

Karthik P

Python Programming Essentials training was good. Well balance content with the right amount of essential details and plenty of hands-on activities to grasp the essential concept.

Luis

Yukiyama Natsuki

Marc Cheng

Faizal M. Ali

miszz ainur

Upcoming Batches

Schedule	Time (SGT / UTC +8)	Sessions	Date
Full-Time	9:30am to 5:30pm (Daily)	5-Sessions	11 to 15 Oct \| 13 to 17 Dec \| 14 to 18 Feb
Register Here

Course Information

Duration: 5-Day / 40 Hours
Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination
Who Should Attend: Data Scientist, Data Analyst, Analyst, System Analyst, Technologist, System Engineer, IT Professionals and Anyone seeking to acquire advanced knowledge on Deep Learning

Course Objective

Acquire advanced knowledge and skills required to design and develop Deep Learning using Python Programming

Learn the key components in deep learning, neural networks, natural language processing by leveraging on the prowess of advanced Python libraries

Pre-Requisite

It is preferred that participants have some prior experience in Python Programming, Data Analytics or successfully completed and received a Certificate of Competency in Python Programming Essentials (PPE)

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 based on the syllabus covered

Module 1 Introduction to Deep Learning

Topics Covered

What is Artificial Intelligence and Machine Learning?
Understanding Learning Representation of Data
Fundamentals of Deep Learning

How Deep Learning Works
Deep Learning and Its Application
Future of Deep Learning

Module 2 Understanding Machine Learning Essentials

Topics Covered

Probabilistic Modeling
Kernel Methods
Decision trees, Random Forests, and Gradient Boosting Machines

Understanding Neural Networks
What Makes Deep Learning Different
Hardware, Data, and Algorithms of Deep Learning

Module 3 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 4 Neural Networks: Tensor Operations

Topics Covered

Element-wise Operations
Broadcasting
Tensor Dot

Tensor Reshaping
Geometric Interpretation of Tensor Operations
Geometric Interpretation of Deep Learning

Module 5 Neural Networks: Gradient-Based Operations

Topics Covered

Introduction to Derivative
Derivative of a Tensor Operation: Gradient

Stochastic Gradient Descent
The Backpropagation Algorithm

Module 6 Structure of a Neural Network

Topics Covered

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 7 Getting Ready for Deep Learning

Topics Covered

Key Considerations
Setting up Jupyter Notebooks
Setting up of Keras

Deep Learning in a Cloud
Identifying the Best GPU for Deep Learning

Module 8 Binary Classification

Topics Covered

Preparing the Data
Building Network

Validating Approach
Using a Trained Network to Generate Predictions on New Data

Module 9 Multi-Class Classification

Topics Covered

Preparing the Data
Building Network
Validating Approach

Generate Predictions on New Data
Alternative Ways to Handle Labels and Loss
Importance of Having Sufficiently Large Intermediate Layers

Module 10 Regression Model

Topics Covered

Preparing the Data
Building Network

Validating Approach using K-Fold Validation

Module 11 Deep Learning for Computer Vision

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 12 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

Module 13 Advanced Deep Learning Techniques

Topics Covered

Introduction to Functional APIs
Multi-Input and Multi-Output Modes
Directed Acyclic Graphs of Layers
Layer Weight Sharing
Using Keras Callbacks and TensorBoard

Understanding TensorFlow Visualization Framework
Advanced Architecture Patterns
Hyperparameter Optimization
Model Ensembling

Module 14 Generative Deep Learning

Topics Covered

Text Generation with LSTM
Implementing Deep Dream in Keras
Neural Style Transfer in Keras

Generating Images with Variational Autoencoders
What is a Generative Adversarial Networks
Training DCGAN

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

Why CASUGOL

Customization of Programs for specific industry, organisation, government agencies, statutory boards.

Flexible programmes designed to cater to the individual needs of participants, whether for professional upskilling, or for general interest.

Benefit from contribution from leading Industry Experts, Academics, and Researchers from across the world.

Opportunities for employers to develop their workforce and for individuals to enhance their career.

Dynamic learning environment that providing participants with professional networking opportunity.

Online support for participants after the training.

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