Oracle Machine Learning with Oracle Cloud : An Introduction

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Guha Rajan M., B.Engg, MBA, PMP

3:53:16

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1. Introduction

1. Topics of Course Coverage.mp4

05:37

2. Business System - OLTP & OLAP.mp4

14:51

3. Programming Vs Machine learning - Difference.mp4

07:40

4. Different types of Machine Learning - Quick Overview.mp4

12:35

5. Quiz 1.html

2. Getting access to Oracle Cloud Infrastructure Free tier

1. Getting access to Oracle cloud Infrastructure - Free tier - Part1.mp4

04:42

2. Getting access to Oracle cloud Infrastructure - Part 2.mp4

05:36

3. Getting started with Oracle Cloud Infrastructure and provisioning autonomous DB

1. Creating OCI compartment and provisioning Autonomous Oracle DB.mp4

10:15

2. Navigation with Oracle Autonomous DB.mp4

08:06

3. Downloading DB wallet file & connecting to DB with client SQL developer.mp4

06:35

4. Quiz 2.html

4. Getting Started with Oracle Machine Learning

1. Oracle Machine Learning - Quick Overview.mp4

03:27

2. Logging into Oracle Machine Learning.mp4

07:34

3. Creating Machine Learning notebook & users.mp4

06:59

4. Export & import of ML notebook.mp4

06:59

5.1 Getting Input on ML.txt

5. Text , Select & Check box option as input in Notebook.mp4

04:42

5. Data visualization with Oracle Machine learning - Demostration 1

1. Data visualization with Oracle Machine learning - Demonstration 1.mp4

12:54

6. Data visualization with Oracle Machine Learning - Demostration 2

1.1 sql access user1-priviledge & Data visualization.txt

1. Providing user priviledge to ML user to acess though SQL developer.mp4

06:00

2.1 credit scoring 100k.zip

2. Table dataload directly using GUI in OCI.mp4

06:08

3. Data visualization with the uploaded Table date.mp4

08:05

4. Quiz3.html

7. Oracle Machine learning using SQL - Time series

1. Oracle Machine Learning using SQL Introduction.mp4

07:22

2. Machine learning - Time series - Demonstration Part 1.mp4

05:18

3. Machine learning - Time series - Demonstration - Part 2.mp4

08:29

8. Oracle Machine Learning Using Python

1. Oracle Machine Learning - User guide as reference for learning.mp4

03:46

2. Oracle Machine Learning - Built in Python Libraries.mp4

04:49

3. Using Python for Autonomous DB data visualization.mp4

08:08

4. Anamoly Detection - Support Vector Machine using Oracle Machine Learning - Part.mp4

05:57

5. Anamoly Detection - Support Vector Machine using Oracle Machine Learning - Part.mp4

13:05

9. AutoML on OCI Quickly and easily deploy reliable machine learning models on OCI

1. Oracle AutoML feature An Overview.mp4

05:34

2.1 customer 360 Table Creation.txt

2. Oracle Auto ML Create Experiment using AutoML.mp4

09:54

3. Oracle AutoML Deployment of Model & Creation of Notebook.mp4

05:45

4. Quiz 4.html

10. Creating & Scheduling Notebook based JOB for Auto execution

1.1 9.1Job Scheduling notebook.txt

1. Overview about JOB scheduling and creating OML notebook for demonstration.mp4

07:05

2. JOB creation and scheduling ..mp4

05:49

11. Concluding Remarks

1. Concluding Remarks.mp4

03:30

Description

Oracle Machine Learning : Explore & learn to use SQL, Python, AutoML using OML notebook on Oracle Cloud Infrastructure

What You'll Learn?

Explore, learn & become an expert in Oracle Machine learning on Oracle Cloud Infrastructure using SQL, Python, Auton ML features
Learn to use Oracle Machine Learning notebook available on Oracle Cloud Infrastructure
Learn to Provision Oracle Autonomous Database on Oracle Cloud Infrastructure.
Get an Quick Overview about Machine Learning technique.

Who is this for?

IT Analysts

IT Professionals

Business & Data Analysts

Business Executives

What You Need to Know?

Basic Knowledge on SQL & Python would benificial

Access to Oracle Cloud Infrastructure, atleast the Oracle Cloud - always free tier.

More details

Description
Oracle Machine Learning accelerates the creation and deployment of machine learning models for data scientists by eliminating the need to move data to dedicated machine learning systems.
Its available onÂ Oracle Autonomous Database even with Oracle Cloud - Always Free tier.
This makes learning easier too without any local install.
OML Notebooks:
Data scientists and developers develop analytical solutions through an easy-to-use, multiuser collaborative interface based on Apache Zeppelin notebook technology,
supporting interpreters for Python, SQL, and PL/SQL on Oracle Autonomous Database.
OML for SQL:
SQL and PL/SQL users leverage in-database computation for data preparation & exploration, machine learning model building, evaluation, and deployment.
Leverage scalable in-database machine learning algorithms and make predictions directly in SQL queries.
OML for Python:
Python users gain the performance and scalability of Oracle Database (on premises) and Oracle Autonomous Database for data exploration, preparation, and machine learning from
a well-integrated Python interface with support for AutoML and immediate deployment of user-defined Python functions from REST endpoints.
OML AutoML User Interface:
A no-code user interface supporting AutoML on Autonomous Database to improve both data scientist productivity and non-expert user access to powerful in-database algorithms for classification and regression.

The Course has following topics of coverage:
***************************************
â€¢OLTP Vs OLAP.
â€¢Programming vs Machine Learning
â€¢Types of Machine Learning.
â€¢Getting Access to OCI.
â€¢Provisioning Oracle Autonomous Database.
â€¢Oracle Machine Learning Overview.
â€¢Logging into Machine Learning Console, Navigation & Creation of user
â€¢Overview about Zeppelin Notebook
â€¢SQL based
Â Â Â Â â€¢Data visualization.
Â Â Â Â â€¢Machine Learning.
â€¢Using Python in Oracle Machine learning.
â€¢Auto ML Experiment Provisioning & Execution
â€¢Deployment of Model.
â€¢Job Schedule of OML note book.

Happy Learning!!!

Who this course is for:
IT Analysts
IT Professionals
Business & Data Analysts
Business Executives

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Having over 25 + years of IT industry experience (Product development, Consulting & Training). His last engagement was with Oracle India (initially with consulting and then with Oracle university) , which was for more than 12 years. Prior to this, had worked with Cap Gemini (formerly iGate Global Solution), GE to name a few.Had managed projects and programs in Enterprise Resource Planning and Business Intelligence implementations in the range of 3000 man days with revenue about 6mil US$ per year. These projects are on industry domains, such as Oil and Gas, Process Manufacturing, Hi-Tech Retail & Telecom across the globe.Was awarded with "pace setter" , "best managed " project awards in recognition of efforts in project management. He was also instrumental in design, development and roll-out of Graduate Hire program on Oracle Products stack for partner IT services companies in recent times.Right from college was fascinated about devices and sensor interaction with computer, which made him focus on micro-controller in early 90's and that eventually attracted him towards field of Internet of things and Machine learning, AI these days. Due to his vast experience, he has crafted varied unique courses in Udemy related project management, Internet of things, ERP & BI, Database modeling and design, SQL, Linux and more importantly on Cloud Infrastructure. Has plans to create more, as his passion has been on knowledge acquisition and sharing.He is certified asOracle Cloud Infrastructure 2021 Architect Professional.Oracle Cloud Infrastructure 2021 Architect Associate.Oracle Cloud Infrastructure 2021 Cloud Operations Associate. Oracle Cloud Infrastructure Security 2021 Certified AssociateOracle Autonomous Database Cloud 2021 Certified SpecialistOracle Machine Learning using Autonomous Database 2021 Certified SpecialistAlso certified in Python, IOT by NPTEL (Govt of India ) recently.He holds a degree in engineering (Computer science) with MBA and a certified PMP since 2007

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