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)

$385.00

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Mode of Delivery

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Time / Duration

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SKU: N/A Category: Certification Programs Tags: business intelligence, data analytics, data science, digital marketing, digital transformation

Description

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

Some Reasons Why Learners Choose CASUGOL

International Certification Body
Presence in 38 Countries
Developed by Industry Experts
More than 42,000 professionals passed through our education system
Flexible program design for all individuals
Learn from internationally renowned leading industry experts, academics, and researchers
Support for participants during and after training
Enhance competency of workforce and improve individual career prospect
Customization of programs for specific industry, organization, government agencies, statutory boards
Learn in a highly interactive, supportive and encouraging environment
Regular invitation to attend courses / workshops / seminars / events at complimentary rate

Individual or Self-Sponsored Learners

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Certificate Verification

All certificates issued by CASUGOL are to individuals who have successfully completed CASUGOL Certification Programs / Executive Workshops and have fulfilled all requirements by demonstrating proficiency in applying the knowledge and skills acquired.

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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

CASUGOL

4.9

Trainer (Dwayne) is able to make the very tough AI topics and scripts easy to understand conceptually. Very helpful, patient, personalised, and generous with his participants.

Raymond Fong

Practical lessons that can be utilized immediately.

William Ho

Nguyễn Kiều Hải

Khóa học đã cung cấp cho tôi kiến thức cơ bản để tiếp tục nghiên cứu sâu hơn, phục vụ công việc của mình.Cảm ơn Mr. Dwayne Ong và các cộng sự tại Casugol.

Ha Nguyen Huu Trung

i really enjoy the course! Mr.Dwayne is so good in explainaing all question and give so much real case for better understanding.

Missfarah Dilla

Very relevant to my work scope and very essential to build fundamental of data management. Course was easy to understand as many useful hands-on were provided followed up by very engaging discussion session.

Nurul Izzati Mohtar

Interesting & beneficial session on data governance. The trainer was really good.

Ratna Wii

Easy to understand how trainer explain

Idayu Yusof

amiera yusoff

Well experiences trainer and learn real industry practices

Mohd Faizal Mohd Ali

The on-training exercises that are conducted during the training are engaging and help in applying the theoretical information that is been learned. The speaker is also very friendly, knowledgeable and helpful!

Haziq Fitter

Khairi Khalil

Good trainer, would recommend

Hafiz Ariffin

Very good course with a lot of dedicated instructor guidance, well worth your time to attend.

d j

Lesson is beneficial and relavant for me. Best thing is it's in-person lesson and hands-on coding especially for a non-technical person like me!

Jmin Cho

Jason Yew Chang He

It was a fruitful course! The trainer is very professional and the course has a lot of hands on practice.

Qian LI

Very concise training. Straight to the point. More room for improvement; more accurate and complete code in the pdf notes.

James Yen

Excellent trainer. One of the best programming trainings I ever had.

Salvador MG

A quick way to learn a relatively complex subject (Python).

Choon Aw

Great sessions! Interactive class between instructor and participants.

Roland Chua

Great and fruitful course, rich of useful information to road map a structured methodology for Digital transformation.

Osama Attawneh

Claire Cacanindin

Emmanuel Caguimbal

Casugol made python programming easy to learn 🙂 recommended to try out their courses!

Ricky Tan Yuan Sheng

Had a very good 3-days Python Programming Essential training session with Dwayne. While introducing the essence of Python Programming, the course also drills into the basic of programming which helps participant to build up a strong foundation. Thanks for the session.

Jeanne Teen (Jeanne)

Jizhou Yang

Wilasinee Lerdrittipong

Recomended

Vladimir Cvetinovski

Tanapon Phenrat

a helpful training by Dwayne!

Danial Iskandar

It was very informative, full of knowledge and lots of wisdom that can be used in the workplace. It introduces practical approach in implementing design thinking to server customer very well. Thank you.

Lu Skywalk

Jao Del Rosario

Thank you for sharing your knowledge in Data Analytics Essentials and facilitating the sessions for us here at DBS Cebu. The training was very engaging and Dwayne was willing to share his experiences and best practices.I recommend Dwayne and the CASUGOL team!

Jose Macasero

I had zero knowledge about python but I really enjoyed and learned a lot from the sessions. Dwayne is also making sure that he accommodates all our questions. The class was interactive and it was overall insightful. Looking forward to apply my learnings.

Denesse

Nice!

Daniel Chris Moiket

It was a great pleasure to be trained by no less than Dwayne Ong himself. We've been looking for the right training provider here in Cebu for months since there are no provider that has the expertise and right credentials to provide the technical training for Data Analytics and Python. We are glad that we found Casugol. Dwayne did not disappoint. He has the expertise with the subject matter, his examples are customized to the need where the participants can relate. The class was also fun, not boring despite being a technical course. He also promote interactive discussion and we felt comfortable to share and ask questions. Looking forward for more partnership with Dwayne/ Casugol.

Ren Em

I attended the Data Analytics Essentials. It was a lean and efficient one. It has a clear course outline and has lots of hands-on exercises that are easy to understand. Dwayne our trainer is very knowledgeable on the course so it is easy to ask technical questions and layman term’s questions, for sure he can understand you. 🙂 Highly Recommended workshop!

Merlyn Villacorta

Lejandro Juslin Casinto

Learning Python in CASUGOL make it easy by Sir Dwayne, thank you so much.

Philip Vincent Bascar

TM Schulz

Salvador Roel Rubi

The content was organized and easy to follow! Great

Nabilah saifulbahrin

DHAREN NACKEERAN

Yeger Kiju

Henry Chin

李秋龙

Quyen Le Dang

Cường Bùi Hồng

fairulizan horian

Training CDTP

Ts. Mohd Nordin Salleh

lots of new knowledge, big thanks to CASUGOL..!

ABDUL MANAN ABDUL LATIP

More than the certification itself, it’s the learnings from colleagues and groupmates and how it was facilitated by Dwayne are the ones which are more rewarding. Dwayne has a wide range of experiences to share which I truly appreciate! Probably, one of the best training programs we have today!

John Gilbert Garcia

Carlo Bernal

Thank you for the awesome job sharing Digital Transformation and facilitating the sessions.The interactions were very insightful and fun, and tons of learning.3 days of training will not do justice to go through all the topics in depth, but Dwayne did his best and made sure to touch the most important ones. The collective sharing of inputs from the class made it even better. I recommend Dwayne and Casugo team!

Reggie Vallente (RDPS)

Jocelyn Imperial

Ernesto Manuel

Raul Raymond Kapuno

Mylin Sumang

Great course especially for quality practitioners or process improvement specialist who wish to convert there process to be digitally transformed 👍👍👍👍👍

Nikko Paolo Bautista

The Digital Transformation Professional Certification is an enriching program. Dwayne is such an engaging and knowledgeable facilitator. The live program allowed valuable interaction and sharing from the participants adding immense learning to the well structured syllabus. No matter which stage of digital transformation your organization is in, you will learn very important concepts that are readily applicable to you. I particularly like the holistic Digital Transformation Framework which is often neglected.

Ricco Estanislao

It was fun taking the Certified Digital Transformation Professional. It was very engaging and inspiring that you would want to kickstart DX on your organization. It was made very clear that DX should be simple. Focus on the intent and objective and not the nice to have. Thanks Casugol for this.

Ellaine Kris Mendoza

Great training content and delivery!

Carl Dominick CALUB

Training was very engaging, Dwayne was very knowledgeable and always willing to share his experiences and best practices.

Ronan Verdejo

TEOH YAN QIN

Good course. Very detail in explaining programming concepts.

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Frengky Leuape

Was a fun learning session. Mentor was very patient as well and taught everyone until we understand

Ver off

The PPE Class is systematical and easy to learn and understand

Andrianto Zhang

Taufik Faturrahman

Excellent

Cathrine Naomi

Khe ben

Kiki Valentina sianturi (sianturi)

Nice

cheng khai xean

I am attended Digital Transformation Professional online class which is give me astounding new skill and knowledge on how the digital transformation is good in the organization.Kudo's Dwayne and Team. Appreciate it!

izad rahman

Royyan Ammar

Павло Криндач

Great courses giving the most important material

Volodia Motyka

Briefly - great teacher, great course. That was a fun and interesting experience!

Ярослав Степаняк

Very grateful to Dwayne and the team for providing us with an opportunity to learn new interesting stuff at a difficult time like this☺️ Best wishes from Ukraine!

Настя Личак

eko budiharjo

Ahmad Mohd

Michael Tkachenko

The experience is good as the trainer is highly engaging and willing to attend to student who is in need of help when face with challenges to proceed with the exercises.

edward koh

Thank you very much Dwayne for the interesting knowledge sharing during the 4-day Data Governance training.

Mad Yani

This is my first experience attending Data Governance related courses. Found it informative. Have lots of actual example in getting started with DG and up to implementing the DG. The course material is very straight forward and the delivery of the course do full filled my learning objective.

Faroza binti Mohamed Sohor

Irfan Azhari Mohd Salleh

recommended course for digital transformation

jodhi caster

good session

Ee Seng Teo

Ghobi

Jia Wei

Zhi Yu Lim

Teo Chun Hau

BIBIANA PEREZ RIOS CORDOBA

FABIAN GAEL ARIAS JIMENEZ

The trainers are well prepared, they try to give you the information in a simple way to be able to understand all the topics, and if you don't understand something they spend their time until you can solve your doubts

JONATHAN DOMINGUEZ PATIÑO

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