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Instructor-led Classroom Adult Training in Singapore - Modular Fast Track Skill-Based Trainings

Machine Learning on Google Cloud Platform

Machine learning can make your applications faster and more intelligent. You can analyze customer data such as voice and text input, images, and video, and take action without human intervention.

Google Cloud Platform (GCP) offers a competitive set of machine learning services for nearly every type of architecture, including serverless computing, containers, and virtual machines.

Course Highlights

  • Hosting options: Serverless, containers, and virtual machines
  • Enabling the GCP ML AIs
  • Preparing data with Cloud Dataflow and Dataprep
  • Modeling predictions for images, video, text to speech, and cloud translation
  • Machine learning with AutoML
  • Advanced machine learning and deep learning
  • Machine learning architectures

Certificate

All participants will receive a Certificate of Completion from Tertiary Courses after achieved at least 75% attendance.

Course Code: C997

Course Booking

$298.00 (GST-exclusive)
$318.86(GST-inclusive)

Course Date

Course Time

* Required Fields

Course Cancellation/Reschedule Policy

We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
Note the venue of the training is subject to changes due to class size and availability of the classroom.
Note the minimal class size to start a class is 3 Pax.


Course Details

Module 1. Machine Learning on Google Cloud Platform

  • Business scenarios for machine learning
  • Which algorithm should you use?
  • GCP AI servers vs. platforms
  • Enable GCP ML APIs
  • Data preparation with Cloud Dataflow and Cloud Dataprep
  • Setup Colaboratory
  • Set up Cloud Datalab
  • se Cloud Datalab

Module 2. Machine Learning API Services

  • Overview of GCP ML APIs
  • Predict via the Cloud Vision API for images
  • Predict via the Cloud Video Intelligence API for video
  • Predict via the Natural Language API for NLP
  • Predict via the Text-to-Speech API
  • Predict via the Speech-to-Text API
  • Predict via the Cloud Translation API
  • Predict via BigQuery ML

Module 3. Machine Learning with AutoML

  • Understand Cloud AutoML services
  • Understand AutoML Vision
  • Prepare data and labels for AutoML Vision
  • Train model for AutoML Vision
  • Evaluate model with AutoML Vision
  • Predict using a trained AutoML Vision model

Module 4. Advanced Machine Learning

  • Why build custom ML models?
  • Using containers to host ML models
  • Use Cloud ML Engine
  • Evaluate Cloud ML Engine output
  • Scale custom ML models
  • Understanding deep learning
  • Work with TensorBoard
  • Work with Keras for TensorFlow
  • GPUs and TPUs for TensorFlow
  • TensorFlow for JavaScript and mobile

Module 5. Machine Learning Architectures

  • Chatbot with ML
  • Image search with Cloud Vision and Cloud ML
  • GCP serverless machine learning architecture
  • GCP machine learning with structured data
  • GCP ML service for IoT apps

Course Admin

Prerequisite

This course is for beginner. No programming or coding knowledge is required. ;

Software Requirement

Please sign up a Google Cloud Platform (GCP) account on https://cloud.google.com/

Who Should Attend

  • Data Analysts
  • Data Scientists
  • Web Developers

Trainers

Google Cloud TrainerDr. Wesley Goi is currently in his final year of his PhD in Bioinformatics at National University of Singapore (NUS) where he previously received his degree in Molecular Biology at NUS (Honours 2nd Uppers). He was the TA for Introductory Bioinformatics LSM2241. He specialises in analysing high throughput DNA and RNA sequencing data of complex microbial communities using network analyses and various functional analyses. In his previous projects he has applied machine learning methods to vaccine discovery.

Google Cloud  TrainerTruman Ng graduated with Bachelor Degree in Electrical Engineering from NUS in year 2002. He designed Artificial Intelligence (AI) controller for DC-DC Power Convertor by using Fuzzy Logic and Neural Network (NN) as his university Final Year Project.

Truman has over 15 years project experiences across Database & Web Design, PLC machinery, Data Center Design , Structure Cabling System(SCS) and Enterprise Network Design and Implementation. He used to be a network architect for Hewlett Packard, working with a group of virtual team from the US in handling network design and projects in the States.

Truman is the founder of Nexplore (S) Pte Ltd. He provides solutions of Cloud SaaS, IaaS & PaaS and Software Defined Network (SDN), VoIP and Internet Security. He was engaged by Huawei Global Training Center to provide 60+ consultations and trainings for Internet Service Providers(ISP) from Malaysia, Singapore, Brunei, Philipines, Australia, Poland, Iran, South Africa, Swaziland, Cote Dlvoire, Syria, Uzbekistan, New Zealand and countries over the world.
As achievement, Truman has successfully completed 100+ IT network projects for Bank, Hotel and Factory within 5 years.
Truman is certified in PMP, Cisco CCNP, CCIP, CCDP, HP Ase and Huawei HCNP, HCIE R&S, HCNA Cloud, HCNA Security, etc.

Google Cloud TrainerYaw Hon Sing started his IT training career back in 1996 attached to New Horizons Computer Learning Centre (NHCLC) Malaysia. Achieved his Microsoft Certified Trainer (MCT) status back in 1997 delivering Microsoft backend server trainings (Windows NT/2000/2003 & Exchange Server & ISA Server) for the enterprise deployment. Moving forward he achieved vendor neutral certification COMPTIA A+, Network+, Security+ and Server+ to endorse his knowledge in the relevant fields. After years with server-based trainings, Yaw moved onto network /internetworking and network storage solutions with Cisco Systems & Netapp training & certification. He was a Cisco Systems & NetApp certified system instructor. He was certified in CCNA and CCNP majoring in routing & switching, Wireless LAN, Network Security, and Service Provider internetworking. At the recent training career, he diversified into Huawei Technologies’ carrier network solutions. Attaining his full range of Huawei Technologies professional certification tracks: Huawei Certified HCNA, HCNP and HCIE in Routing & Switching series. At present, he is continuously pursuing his security practitioner certification CISSP.

Google Cloud TrainerThanika is a Cisco Certified CCNA (Routing & Switching) Professional. He received M.B.A. Degree with Heriot-Watt University, U.K Thanika has more than 10 years in IT Infrastructure plan, design and development, Cloud computing, IT Management, Network Administration, Strategic direction, Budget preparation and Vendor relationships.

He has worked 8 years in education industry and specialist in implementing open source technologies. He has worked with various projects to implement school campus network infrastructure, Linux servers, open source cloud computing server (own cloud), Web Server, File Server, DHCP Server, CPN Server. He has worked with various networking devices such as Firewalls, Switches, Routers, Load balancers and WAN Optimizers. And with various brands like Cisco, Aruba, Dlink, Juniper, Netgear, Linksys, Ruckus, ZyXEL etc. Programming knowledge of PHP, Java script, AJAX, MySQL, Jasper & iReport

Google Cloud TrainerTimothy Liu is an undergraduate student at the Singapore University of Technology and Design. He has experience administering commercial web servers, as well as leading a team to use Google Cloud Platform for deep learning research. He has won a number of hackathons using techniques in data analytics, computer vision, and robotics

Google Cloud TrainerSunny Prakash is a Big Data Architect with Programming Background . He has around 7 years of IT experience. He has worked on Various Enterprise level solution. He is skilled in Cloud computing and Big Data Solution building in various Industrial sector and domain.

With an Strong background in Coding skills, he has a strong grips on Java,Python ,Scala ,HTML,JavaScript, Node Programming. Data Science is another specification where he has worked with larger Enterprises for finding their Data Insight and building Machine Learning mode

Google Cloud TrainerMohan is certified cloudera administrator and working as Big data architect in one of telecom Company. He has more than 12 years experience in the IT industry. His skill sets are Expertise in CDH,Hadoop, Spark, Scala, Hive/Hive-server2, Sqoop/Sqoop-Server2, Impala, Sentry, Kafka, solr, Hbase, Pig, Impala, Oozie, Fair scheduler,AWS,Map R. Provide the Big data consultancy services on Planning and sizing of Hadoop Cluster. Backup and recovery strategies, HA, Configure Hadoop security and authorization rules for Hive/Impala Jobs. Performance tunning of Map reduce Jobs, Spark jobs, Solr. Best Recommendations of Hardware and software for Solr,Hbase, Kafka,Zookeeper service ,Hadoop storage formats. Data Analysis using Impala, Impyla, spark. He graduated from S.V.University from India with a B.tech

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