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Machine Learning
5 Views ยท 2 years ago

๐Ÿ”ฅEdureka Machine Learning Engineer Masters Program: https://www.edureka.co/masters....-program/machine-lea

00:00 Introduction
00:31 Agenda
00:56 Introduction to Machine Learning
02:27 Machine Learning-the subset
03:00 Machine Learning- How?
04:26 Machine Learning-Generalization
04:58 Machine Learning- An Example
06:07 Who is a Machine Learning Engineer
07:03 Machine Learning Engineer-Goals
07:54 What does a Machine Learning Engineer Do?
09:15 Comparison
11:15 Roles and Responsibilities
13:00 Skills of a ML Engineer
16:15 Companies hiring ML Engineers
16:54 Future of Machine Learning ๐Ÿ“Feel free to comment your doubts in the comment section below, and we will be happy to answer๐Ÿ“

-------๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐š๐ง๐ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง---------

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๐ŸŒ• Microservices Online Training:https://bit.ly/3r7Xwmt
๐Ÿ”ต Data Science Online Training: https://bit.ly/3r9dgFX

---------๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐‘๐จ๐ฅ๐ž-๐๐š๐ฌ๐ž๐ ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž๐ฌ---------

๐Ÿ”ต DevOps Engineer Masters Program: https://bit.ly/37p4goY
๐ŸŒ• Cloud Architect Masters Program: https://bit.ly/35LP0SV
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๐Ÿ”ต Machine Learning Engineer Masters Program:https://bit.ly/3ueP9rm
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๐Ÿ”ต Azure Cloud Engineer Masters Program: https://bit.ly/3NQb9Ax

--------๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐๐—ผ๐˜€๐˜ ๐—š๐—ฟ๐—ฎ๐—ฑ๐˜‚๐—ฎ๐˜๐—ฒ ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž๐ฌ--------
๐Ÿ”ต Artificial and Machine Learning PGD with E & ICT Academy
NIT Warangal: https://bit.ly/3Kji6bb
๐ŸŒ• Post Graduate Program in DevOps with Purdue University: https://bit.ly/3uoajDH

๐Ÿ“ข๐Ÿ“ข ๐“๐จ๐ฉ ๐Ÿ๐ŸŽ ๐“๐ซ๐ž๐ง๐๐ข๐ง๐  ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ข๐ž๐ฌ ๐ญ๐จ ๐‹๐ž๐š๐ซ๐ง ๐ข๐ง ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ ๐’๐ž๐ซ๐ข๐ž๐ฌ ๐Ÿ“ข๐Ÿ“ข
โฉ๐“๐จ๐ฉ ๐Ÿ๐ŸŽ ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ข๐ž๐ฌ ๐ญ๐จ ๐‹๐ž๐š๐ซ๐ง ๐ข๐ง ๐Ÿ๐ŸŽ๐Ÿ๐Ÿฎ: https://bit.ly/3yhEs7S
โฉ๐“๐จ๐ฉ ๐Ÿ๐ŸŽ ๐‡๐ข๐ ๐ก๐ž๐ฌ๐ญ ๐๐š๐ฒ๐ข๐ง๐  ๐‰๐จ๐›๐ฌ ๐…๐จ๐ซ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ: https://bit.ly/3HcpPG6
โฉ๐“๐จ๐ฉ ๐Ÿ๐ŸŽ ๐๐ซ๐จ๐ ๐ซ๐š๐ฆ๐ฆ๐ข๐ง๐  ๐‹๐š๐ง๐ ๐ฎ๐š๐ ๐ž๐ฌ ๐Ÿ๐จ๐ซ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ: https://bit.ly/3FW6F69
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๐Ÿ“Œ๐“๐ž๐ฅ๐ž๐ ๐ซ๐š๐ฆ: https://t.me/edurekaupdates
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๐Ÿ“Œ๐‹๐ข๐ง๐ค๐ž๐๐ˆ๐ง: https://www.linkedin.com/company/edureka
๐Ÿ“Œ๐ˆ๐ง๐ฌ๐ญ๐š๐ ๐ซ๐š๐ฆ: https://www.instagram.com/edureka_learning/
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๐Ÿ“Œ๐’๐ฅ๐ข๐๐ž๐’๐ก๐š๐ซ๐ž: https://www.slideshare.net/EdurekaIN
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๐Ÿ“Œ๐Œ๐ž๐ž๐ญ๐ฎ๐ฉ: https://www.meetup.com/edureka/
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Is there any eligibility criteria for this program?
A potential candidate must have one of the following prerequisites: Degrees like BCA, MCA, and B.Tech or Programming experience Should have studied PCM in 10+2

Machine Learning
5 Views ยท 2 years ago

๐Ÿ”ฅMachine Learning Training with Python: https://www.edureka.co/machine....-learning-certificat
This Edureka video on "What is Machine Learning" (Machine Learning Blog: https://goo.gl/fe7ykh ) gives an introduction to Machine Learning and its various types.

๐Ÿ”นCheck out our Playlist: http://bit.ly/2taym8X
๐Ÿ”นBlog Series: https://bit.ly/2PX5lIp
๐Ÿ”ดPlease do subscribe to our channel and hit the bell icon to never miss an update from us in the future: https://goo.gl/6ohpTV


------------------------------------Edureka Online Training and Certification---------------------------------

๐Ÿ”ต DevOps Online Training: https://bit.ly/2BPwXf0
๐ŸŸฃ Python Online Training: https://bit.ly/2CQYGN7
๐Ÿ”ต AWS Online Training: https://bit.ly/2ZnbW3s
๐ŸŸฃ RPA Online Training: https://bit.ly/2Zd0ac0
๐Ÿ”ต Data Science Online Training: https://bit.ly/2NCT239
๐ŸŸฃ Big Data Online Training: https://bit.ly/3g8zksu
๐Ÿ”ต Java Online Training: https://bit.ly/31rxJcY
๐ŸŸฃ Selenium Online Training: https://bit.ly/3dIrh43
๐Ÿ”ต PMP Online Training: https://bit.ly/3dJxMTW
๐ŸŸฃ Tableau Online Training: https://bit.ly/3g784KJ

-----------------------------------------Edureka Masters Programs---------------------------------------------------

๐Ÿ”ตDevOps Engineer Masters Program: https://bit.ly/2B9tZCp
๐ŸŸฃCloud Architect Masters Program: https://bit.ly/3i9z0eJ
๐Ÿ”ตData Scientist Masters Program: https://bit.ly/2YHaolS
๐ŸŸฃBig Data Architect Masters Program: https://bit.ly/31qrOVv
๐Ÿ”ตMachine Learning Engineer Masters Program: https://bit.ly/388NXJi
๐ŸŸฃBusiness Intelligence Masters Program: https://bit.ly/2BPLtn2
๐Ÿ”ตPython Developer Masters Program: https://bit.ly/2Vn7tgb
๐ŸŸฃRPA Developer Masters Program: https://bit.ly/3eHwPNf

-----------------------------------------Edureka PGP Courses---------------------------------------------------

๐Ÿ”ตArtificial and Machine Learning PGP: https://bit.ly/2Ziy7b1
๐ŸŸฃCyberSecurity PGP: https://bit.ly/3eHvI0h
๐Ÿ”ตDigital Marketing PGP: https://bit.ly/38cqdnz
๐ŸŸฃBig Data Engineering PGP: https://bit.ly/3eTSyBC
๐Ÿ”ตData Science PGP: https://bit.ly/3dIeYV9
๐ŸŸฃCloud Computing PGP: https://bit.ly/2B9tHLP

-----------------------------------------------------------------------------------------------------------

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Meetup: https://www.meetup.com/edureka/

#edureka #machinelearningedureka #WhatisMachineLearning #MachineLearning #MachineLearningTraining #learnMachineLearning #withme

About the Course :

Edurekaโ€™s Machine Learning Course using Python is designed to make you grab the concepts of Machine Learning. The Machine Learning training will provide deep understanding of Machine Learning and its mechanism. As a Data Scientist, you will be learning the importance of Machine Learning and its implementation in python programming language. Furthermore, you will be taught of Reinforcement Learning which in turn is an important aspect of Artificial Intelligence. You will be able to automate real life scenarios using Machine Learning Algorithms. Towards the end of the course we will be discussing various practical use cases of Machine Learning in python programming language to enhance your learning experience.
--------------------------------------
Why Learn Machine Learning with Python?

Data Science is a set of techniques that enables the computers to learn the desired behavior from data without explicitly being programmed. It employs techniques and theories drawn from many fields within the broad areas of mathematics, statistics, information science, and computer science. This course exposes you to different classes of machine learning algorithms like supervised, unsupervised and reinforcement algorithms. This course imparts you the necessary skills like data pre-processing, dimensional reduction, model evaluation and also exposes you to different machine learning algorithms like regression, clustering, decision trees, random forest, Naive Bayes and Q-Learning.
--------------------------------------------
Who should go for this Course?

Edurekaโ€™s Python Machine Learning Certification Course is a good fit for the below professionals:
Developers aspiring to be a โ€˜Machine Learning Engineer'
Analytics Managers who are leading a team of analysts
Business Analysts who want to understand Machine Learning (ML) Techniques
Information Architects who want to gain expertise in Predictive Analytics

--------------------------------------------------------------------
Got a question on the topic? Please share it in the comment section below and our experts will answer it for you.

For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll-free)

Machine Learning
5 Views ยท 2 years ago

๐Ÿ”ฅEdureka Machine Learning Engineer Masters Program: https://www.edureka.co/masters....-program/machine-lea
This Edureka session on "Machine Learning Engineer Career Path 2021" is part of the Machine Learning Tutorial which covers all the basic aspects of becoming a certified Machine Learning Engineer. It establishes concepts like roles, responsibilities, skills, salaries, and even trends to get you up to speed with Machine learning. The path to becoming a machine learning engineer is further covered through the following topics of this machine learning tutorial:
00:00 Introduction to Machine Learning Tutorial
06:20 Who is Machine Learning Engineer
08:03 What does an ML Engineer Do?
13:11 ML Engineer Roles, Responsibilities and Skills
17:02 Career in Machine Learning

Machine Learning Tutorial Playlist: http://bit.ly/2taym8X
Machine Learning Tutorial Blog Series: http://bit.ly/38zIs74

#Edureka #MachineLearningEdureka #machinelearningengineer #mlengineer #mltutorial #machinelearningtutorial #machinelearning

๐Ÿ”ดSubscribe to our channel to get video updates. Hit the subscribe button above: https://goo.gl/6ohpTV
----------------------------------------------
Edureka's Machine Learning Master's Program

๐ŸŸ  Python Programming Certification Course: https://www.edureka.co/python-....programming-certific
๐Ÿ”ตMachine Learning Certification Training using Python: https://www.edureka.co/machine....-learning-certificat
๐ŸŸ Graphical Models Certification Training: https://www.edureka.co/graphical-modelling-course
๐Ÿ”ตReinforcement Learning: https://www.edureka.co/reinfor....cement-learning-cour
๐ŸŸ Natural Language Processing with Python Certification: https://www.edureka.co/python-....natural-language-pro
๐Ÿ”ตDeep Learning with TensorFlow 2.0 Certification Training: https://www.edureka.co/ai-deep....-learning-with-tenso
๐ŸŸ Python Spark Certification Training using PySpark: https://www.edureka.co/pyspark....-certification-train

๐ŸŸ  Elective Course ๐ŸŸ 
Python Scripting Certification Training: https://www.edureka.co/python-scripting

----------------------------------------------

Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Instagram: https://www.instagram.com/edureka_learning/
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SlideShare: https://www.slideshare.net/EdurekaIN
Castbox: https://castbox.fm/networks/505?country=in
Meetup: https://www.meetup.com/edureka/

--------------------------------------------
About the Machine Learning Master's Program

Machine Learning Engineer Masters Program has been curated after thorough research and recommendations from industry experts. It will help you master concepts of Neural Networks in depth along with other concepts like Python Programming, Artificial Intelligence, Machine learning, Deep Learning, NLP, Graphical Modelling and Reinforcement Learning along with hands-on experience of tools and systems used by the Industry experts. Edureka will be by your side throughout the learning journey - Weโ€™re Ridiculously Committed.


--------------------------------------
Why learn Machine Learning with Python?

Edureka's Machine Learning Masters Program imparts you the necessary skills like data pre-processing, dimensional reduction, model evaluation and also exposes you to different machine learning algorithms like regression, clustering, decision trees, random forest, Naive Bayes and Q-Learning.
--------------------------------------
What will you learn in Python Machine Learning Training?

Topics covered but not limited to will be: Python Programming, PySpark, HDFS, Spark SQL, Machine Learning Techniques and Artificial Intelligence Types, Tokenisation, Named Entity Recognition, Lemmatisation, Supervised Algorithms, Unsupervised Algorithms, Tensor Flow, Deep learning, Keras, Neural Networks, Bayesian and Markovโ€™s Models, Inference, Decision Making, Bandit Algorithms, Bellman Equation, Policy Gradient Methods.

--------------------------------------
Who should go for this Machine Learning Certification Training using Python?

Edurekaโ€™s Python Machine Learning Certification Course is a good fit for the below professionals:
Developers aspiring to be a โ€˜Machine Learning Engineer'
Analytics Managers who are leading a team of analysts
Business Analysts who want to understand Machine Learning (ML) Techniques
Information Architects who want to gain expertise in Predictive Analytics
'Python' professionals who want to design automatic predictive models
--------------------------------------

Please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information

Machine Learning
5 Views ยท 2 years ago

๐Ÿ”ฅMachine Learning Training with Python: https://www.edureka.co/machine....-learning-certificat

This Edureka video on Random Forest in Machine Learning explains the concept of the Random Forest algorithm in Python and how is it used.

๐Ÿ”นCheck out our Playlist: http://bit.ly/2taym8X
๐Ÿ”นBlog Series: https://bit.ly/2PX5lIp
๐Ÿ”ดPlease do subscribe to our channel and hit the bell icon to never miss an update from us in the future: https://goo.gl/6ohpTV


------------------------------------Edureka Online Training and Certification---------------------------------

๐Ÿ”ต DevOps Online Training: https://bit.ly/2BPwXf0
๐ŸŸฃ Python Online Training: https://bit.ly/2CQYGN7
๐Ÿ”ต AWS Online Training: https://bit.ly/2ZnbW3s
๐ŸŸฃ RPA Online Training: https://bit.ly/2Zd0ac0
๐Ÿ”ต Data Science Online Training: https://bit.ly/2NCT239
๐ŸŸฃ Big Data Online Training: https://bit.ly/3g8zksu
๐Ÿ”ต Java Online Training: https://bit.ly/31rxJcY
๐ŸŸฃ Selenium Online Training: https://bit.ly/3dIrh43
๐Ÿ”ต PMP Online Training: https://bit.ly/3dJxMTW
๐ŸŸฃ Tableau Online Training: https://bit.ly/3g784KJ

-----------------------------------------Edureka Masters Programs---------------------------------------------------

๐Ÿ”ตDevOps Engineer Masters Program: https://bit.ly/2B9tZCp
๐ŸŸฃCloud Architect Masters Program: https://bit.ly/3i9z0eJ
๐Ÿ”ตData Scientist Masters Program: https://bit.ly/2YHaolS
๐ŸŸฃBig Data Architect Masters Program: https://bit.ly/31qrOVv
๐Ÿ”ตMachine Learning Engineer Masters Program: https://bit.ly/388NXJi
๐ŸŸฃBusiness Intelligence Masters Program: https://bit.ly/2BPLtn2
๐Ÿ”ตPython Developer Masters Program: https://bit.ly/2Vn7tgb
๐ŸŸฃRPA Developer Masters Program: https://bit.ly/3eHwPNf

---------------------------------------Edureka Post Graduate Courses-------------------------------------------

๐Ÿ”ต Artificial and Machine Learning PGD: https://bit.ly/3AylL0q

-----------------------------------------------------------------

Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Instagram: https://www.instagram.com/edureka_learning/
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Meetup: https://www.meetup.com/edureka/

#Edureka #PythonEdureka #RandomForestAlgorithm #pythonMachineLearning #pythonTraining #Python

------------------------------------------------------------------
How it Works?
1. This is a 5 Week Instructor led Online Course,40 hours of assignment and 20 hours of project work
2. We have a 24x7 One-on-One LIVE Technical Support to help you with any problems you might face or any clarifications you may require during the course.
3. At the end of the training you will be working on a real time project for which we will provide you a Grade and a Verifiable Certificate!

- - - - - - - - - - - - - - - - -

About the Course :

Edurekaโ€™s Machine Learning Course using Python is designed to make you grab the concepts of Machine Learning. The Machine Learning training will provide deep understanding of Machine Learning and its mechanism. As a Data Scientist, you will be learning the importance of Machine Learning and its implementation in python programming language. Furthermore, you will be taught of Reinforcement Learning which in turn is an important aspect of Artificial Intelligence. You will be able to automate real life scenarios using Machine Learning Algorithms. Towards the end of the course we will be discussing various practical use cases of Machine Learning in python programming language to enhance your learning experience.
--------------------------------------
Why Learn Machine Learning with Python?

Data Science is a set of techniques that enables the computers to learn the desired behavior from data without explicitly being programmed. It employs techniques and theories drawn from many fields within the broad areas of mathematics, statistics, information science, and computer science. This course exposes you to different classes of machine learning algorithms like supervised, unsupervised and reinforcement algorithms. This course imparts you the necessary skills like data pre-processing, dimensional reduction, model evaluation and also exposes you to different machine learning algorithms like regression, clustering, decision trees, random forest, Naive Bayes and Q-Learning.
--------------------------------------------------------------------

Got a question on the topic? Please share it in the comment section below and our experts will answer it for you.

For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll-free)

Machine Learning
5 Views ยท 2 years ago

** Machine Learning Training with Python: https://www.edureka.co/data-sc....ience-python-certifi **
This "Top 10 Applications of Machine Learning in 2021" video will give you an idea of how vast the machine learning is and how commonly you are using it in your day to day life.

Check out our playlist for more videos: http://bit.ly/2taym8X

Subscribe to our channel to get video updates. Hit the subscribe button above.
#MachineLearningApplications #MachineLearningUsingPython #MachineLearningTraining

How it Works?
1. This is a 5 Week Instructor led Online Course,40 hours of assignment and 20 hours of project work
2. We have a 24x7 One-on-One LIVE Technical Support to help you with any problems you might face or any clarifications you may require during the course.
3. At the end of the training you will be working on a real-time project for which we will provide you a Grade and a Verifiable Certificate!

- - - - - - - - - - - - - - - - -
About the Course

Edurekaโ€™s Machine Learning Course using Python is designed to make you grab the concepts of Machine Learning. The Machine Learning training will provide deep understanding of Machine Learning and its mechanism. As a Data Scientist, you will be learning the importance of Machine Learning and its implementation in python programming language. Furthermore, you will be taught Reinforcement Learning which in turn is an important aspect of Artificial Intelligence. You will be able to automate real life scenarios using Machine Learning Algorithms. Towards the end of the course, we will be discussing various practical use cases of Machine Learning in python programming language to enhance your learning experience.

After completing this Machine Learning Certification Training using Python, you should be able to:
Gain insight into the 'Roles' played by a Machine Learning Engineer
Automate data analysis using python
Describe Machine Learning
Work with real-time data
Learn tools and techniques for predictive modeling
Discuss Machine Learning algorithms and their implementation
Validate Machine Learning algorithms
Explain Time Series and itโ€™s related concepts
Gain expertise to handle business in future, living the present

- - - - - - - - - - - - - - - - - - -

Why learn Machine Learning with Python?

Data Science is a set of techniques that enable the computers to learn the desired behavior from data without explicitly being programmed. It employs techniques and theories drawn from many fields within the broad areas of mathematics, statistics, information science, and computer science. This course exposes you to different classes of machine learning algorithms like supervised, unsupervised and reinforcement algorithms. This course imparts you the necessary skills like data pre-processing, dimensional reduction, model evaluation and also exposes you to different machine learning algorithms like regression, clustering, decision trees, random forest, Naive Bayes and Q-Learning.

For more information, Please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll free)

Instagram: https://www.instagram.com/edureka_learning/
Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka

Machine Learning
5 Views ยท 2 years ago

๐Ÿ”ฅ Purdue Post Graduate Program In AI And Machine Learning: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=27April24MasterThePerfectChatGPTFormula&utm_medium=DescriptionFirstFold&utm_source=youtube
๐Ÿ”ฅIIT Kanpur Professional Certificate Course In AI And Machine Learning (India Only): https://www.simplilearn.com/iitk-professional-certificate-course-ai-machine-learning?utm_campaign=27April24MasterThePerfectChatGPTFormula&utm_medium=DescriptionFirstFold&utm_source=youtube
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๐Ÿ”ฅAI Engineer Masters Program (Discount Code - YTBE15): https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=27April24MasterThePerfectChatGPTFormula&utm_medium=DescriptionFirstFold&utm_source=youtube
๐Ÿ”ฅ Professional Certificate Program In Generative AI And Machine Learning (India Only) - https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=27April24MasterThePerfectChatGPTFormula&utm_medium=DescriptionFirstFold&utm_source=youtube

Welcome to the Tutorial on Prompt Library, your comprehensive toolkit for mastering myriad use cases with ease. Whether you're delving into programming, honing creative writing skills, or exploring data analysis, this library offers a versatile array of prompts tailored to your needs. Seamlessly designed to inspire, instruct, and elevate your learning experience, each prompt is crafted with precision to ignite creativity and foster skill development. Join in as we deep dive into this tutorial

โœ…Subscribe to our Channel to learn more about the top Technologies: https://bit.ly/2VT4WtH

โฉ Check out More AI Videos By Simplilearn: https://youtube.com/playlist?l....ist=PLEiEAq2VkUULyr_

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โžก๏ธ About Post Graduate Program In AI And Machine Learning

This AI ML course is designed to enhance your career in AI and ML by demystifying concepts like machine learning, deep learning, NLP, computer vision, reinforcement learning, and more. You'll also have access to 4 live sessions, led by industry experts, covering the latest advancements in AI such as generative modeling, ChatGPT, OpenAI, and chatbots.

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- Post Graduate Program certificate and Alumni Association membership
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- ChatGPT
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Machine Learning
5 Views ยท 2 years ago

Learn more about watsonx: https://ibm.biz/BdvxDS

What is really the difference between Artificial intelligence (AI) and machine learning (ML)? Are they actually the same thing? In this video, Jeff Crume explains the differences and relationship between AI & ML, as well as how related topics like Deep Learning (DL) and other types and properties of each.

#ai #ml #dl #artificialintelligence #machinelearning #deeplearning #watsonx

Machine Learning
5 Views ยท 2 years ago

Prepare for a job interview about deep learning. This course covers 50 common interview questions related to deep learning and gives detailed explanations.

โœ๏ธ Course created by Tatev Karen Aslanyan.

โœ๏ธ Expanded course with 100 questions: https://academy.lunartech.ai/p....roduct/deep-learning

โญ๏ธ Contents โญ๏ธ
โŒจ๏ธ 0:00:00 Introduction
โŒจ๏ธ 0:08:20 Question 1: What is Deep Learning?
โŒจ๏ธ 0:11:45 Question 2: How does Deep Learning differ from traditional Machine Learning?
โŒจ๏ธ 0:15:25 Question 3: What is a Neural Network?
โŒจ๏ธ 0:21:40 Question 4: Explain the concept of a neuron in Deep Learning
โŒจ๏ธ 0:24:35 Question 5: Explain architecture of Neural Networks in simple way
โŒจ๏ธ 0:31:45 Question 6: What is an activation function in a Neural Network?
โŒจ๏ธ 0:35:00 Question 7: Name few popular activation functions and describe them
โŒจ๏ธ 0:47:40 Question 8: What happens if you do not use any activation functions in a neural network?
โŒจ๏ธ 0:48:20 Question 9: Describe how training of basic Neural Networks works
โŒจ๏ธ 0:53:45 Question 10: What is Gradient Descent?
โŒจ๏ธ 1:03:50 Question 11: What is the function of an optimizer in Deep Learning?
โŒจ๏ธ 1:09:25 Question 12: What is backpropagation, and why is it important in Deep Learning?
โŒจ๏ธ 1:17:25 Question 13: How is backpropagation different from gradient descent?
โŒจ๏ธ 1:19:55 Question 14: Describe what Vanishing Gradient Problem is and itโ€™s impact on NN
โŒจ๏ธ 1:25:55 Question 15: Describe what Exploding Gradients Problem is and itโ€™s impact on NN
โŒจ๏ธ 1:33:55 Question 16: There is a neuron in the hidden layer that always results in an error. What could be the reason?
โŒจ๏ธ 1:37:50 Question 17: What do you understand by a computational graph?
โŒจ๏ธ 1:43:28 Question 18: What is Loss Function and what are various Loss functions used in Deep Learning?
โŒจ๏ธ 1:47:15 Question 19: What is Cross Entropy loss function and how is it called in industry?
โŒจ๏ธ 1:50:18 Question 20: Why is Cross-entropy preferred as the cost function for multi-class classification problems?
โŒจ๏ธ 1:53:10 Question 21: What is SGD and why itโ€™s used in training Neural Networks?
โŒจ๏ธ 1:58:24 Question 22: Why does stochastic gradient descent oscillate towards local minima?
โŒจ๏ธ 2:03:38 Question 23: How is GD different from SGD?
โŒจ๏ธ 2:08:19 Question 24: How can optimization methods like gradient descent be improved? What is the role of the momentum term?
โŒจ๏ธ 2:14:22 Question 25: Compare batch gradient descent, minibatch gradient descent, and stochastic gradient descent.
โŒจ๏ธ 2:19:12 Question 26: How to decide batch size in deep learning (considering both too small and too large sizes)?
โŒจ๏ธ 2:26:01 Question 27: Batch Size vs Model Performance: How does the batch size impact the performance of a deep learning model?
โŒจ๏ธ 2:29:33 Question 28: What is Hessian, and how can it be used for faster training? What are its disadvantages?
โŒจ๏ธ 2:34:12 Question 29: What is RMSProp and how does it work?
โŒจ๏ธ 2:38:43 Question 30: Discuss the concept of an adaptive learning rate. Describe adaptive learning methods
โŒจ๏ธ 2:43:34 Question 31: What is Adam and why is it used most of the time in NNs?
โŒจ๏ธ 2:49:59 Question 32: What is AdamW and why itโ€™s preferred over Adam?
โŒจ๏ธ 2:54:50 Question 33: What is Batch Normalization and why itโ€™s used in NN?
โŒจ๏ธ 3:03:19 Question 34: What is Layer Normalization, and why itโ€™s used in NN?
โŒจ๏ธ 3:06:20 Question 35: What are Residual Connections and their function in NN?
โŒจ๏ธ 3:15:05 Question 36: What is Gradient clipping and their impact on NN?
โŒจ๏ธ 3:18:09 Question 37: What is Xavier Initialization and why itโ€™s used in NN?
โŒจ๏ธ 3:22:13 Question 38: What are different ways to solve Vanishing gradients?
โŒจ๏ธ 3:25:25 Question 39: What are ways to solve Exploding Gradients?
โŒจ๏ธ 3:26:42 Question 40: What happens if the Neural Network is suffering from Overfitting relate to large weights?
โŒจ๏ธ 3:29:18 Question 41: What is Dropout and how does it work?
โŒจ๏ธ 3:33:59 Question 42: How does Dropout prevent overfitting in NN?
โŒจ๏ธ 3:35:06 Question 43: Is Dropout like Random Forest?
โŒจ๏ธ 3:39:21 Question 44: What is the impact of Drop Out on the training vs testing?
โŒจ๏ธ 3:41:20 Question 45: What are L2/L1 Regularizations and how do they prevent overfitting in NN?
โŒจ๏ธ 3:44:39 Question 46: What is the difference between L1 and L2 regularisations in NN?
โŒจ๏ธ 3:48:43 Question 47: How do L1 vs L2 Regularization impact the Weights in a NN?
โŒจ๏ธ 3:51:56 Question 48: What is the curse of dimensionality in ML or AI?
โŒจ๏ธ 3:53:04 Question 49: How deep learning models tackle the curse of dimensionality?
โŒจ๏ธ 3:56:47 Question 50: What are Generative Models, give examples?

Generative AI
5 Views ยท 9 months ago

Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML
40% Discount code: serranoyt

Welcome! I believe that math concepts can be learned through simple explanations, analogies and easy-to-understand visualizations. I am passionate about teaching math concepts in relatable, friendly and simple ways. My videos are designed so that beginners can clearly learn new concepts while experts can see them under a new light. I hope you enjoy the channel and please drop me a line if you have any comments or suggestions. Twitter: @luis_likes_math.

Generative AI
5 Views ยท 7 months ago

Improve your AI skills with the FREE Prompting QuickStart Guide I made in collaboration with Hubspot: https://clickhubspot.com/1gg9

Want to get ahead in your career using AI? Join the waitlist for my AI Agent Bootcamp: https://www.lonelyoctopus.com/ai-agent-bootcamp

๐Ÿค Business Inquiries: https://tally.so/r/mRDV99

๐Ÿ–ฑ๏ธLinks mentioned in video
========================

A few notebooks to try out from crewAI & Autogen that are easy to follow and get started. All credit goes to these companies and Deep Learning AI. Please make a copy:

https://drive.google.com/file/....d/1mtv-gdKV9HMsGvGIq

https://drive.google.com/file/....d/1u9gGPqWSJ4_Pa_cLN

https://drive.google.com/file/....d/1T07WHydxBN-T-kcgi

https://drive.google.com/file/....d/1vPWpYvcHPROMC3BOE

Resources I consulted in making this video:

crewAI course: https://www.deeplearning.ai/sh....ort-courses/multi-ai

Autogen course: https://www.deeplearning.ai/sh....ort-courses/ai-agent

LangGraph course: https://www.deeplearning.ai/sh....ort-courses/ai-agent

David Ondrej n8n tutorial: https://youtu.be/XVO3zsHdvio?si=AQcMnYn8kJOogqLr

Andrew Ng Snowflake agentic design patterns: https://youtu.be/KrRD7r7y7NY?si=tFtd6wJKB6idtfKb

Andrew Ng Sequoia agentic design patterns: https://youtu.be/sal78ACtGTc?si=2i8Wyy57n8m6TbBK

YC business advice: https://youtu.be/ASABxNenD_U?si=k19a310Tj3USuKNe

๐Ÿ™ Lonely Octopus: https://www.lonelyoctopus.com/
Check it out if you're interested in learning AI & data skill, then applying them to real freelance projects!

๐Ÿ”—Affiliates
========================
My SQL for data science interviews course (10 full interviews):
https://365datascience.com/lea....rn-sql-for-data-scie

365 Data Science:
https://365datascience.pxf.io/WD0za3 (link for 57% discount for their complete data science training)

Check out StrataScratch for data science interview prep:
https://stratascratch.com/?via=tina

๐ŸŽฅ My filming setup
========================
๐Ÿ“ท camera: https://amzn.to/3LHbi7N
๐ŸŽค mic: https://amzn.to/3LqoFJb
๐Ÿ”ญ tripod: https://amzn.to/3DkjGHe
๐Ÿ’ก lights: https://amzn.to/3LmOhqk

โฐTimestamps
========================
00:00 โ€” Intro
00:38 โ€” Video overview
01:13 โ€” AI agents definition
03:45 โ€” Agentic design patterns
09:24 โ€” Multi-agent design patterns
17:04 โ€” Building a no code agent in n8n
19:46 โ€” Ways to use AI agents
21:05 โ€” Quiz

๐Ÿ“ฒSocials
========================
instagram: https://www.instagram.com/hellotinah/
linkedin: https://www.linkedin.com/in/tinaw-h/
discord: https://discord.gg/5mMAtprshX

๐ŸŽฅOther videos you might be interested in
========================
How I consistently study with a full time job:
https://www.youtube.com/watch?v=INymz5VwLmk

How I would learn to code (if I could start over):
https://www.youtube.com/watch?v=MHPGeQD8TvI&t=84s

๐Ÿˆโ€โฌ›๐Ÿˆโ€โฌ›About me
========================
Hi, my name is Tina and I'm an ex-Meta data scientist turned internet person!

๐Ÿ“งContact
========================
youtube: youtube comments are by far the best way to get a response from me!
linkedin: https://www.linkedin.com/in/tinaw-h/
email for business inquiries only: [email protected]

========================
Some links are affiliate links and I may receive a small portion of sales price at no cost to you. I really appreciate your support in helping improve this channel! :)

Generative AI
5 Views ยท 7 months ago

MIT 18.06 Linear Algebra, Spring 2005
Instructor: Gilbert Strang
View the complete course: http://ocw.mit.edu/18-06S05
YouTube Playlist: https://www.youtube.com/playli....st?list=PLE7DDD91010

1. The Geometry of Linear Equations

License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu

Generative AI
5 Views ยท 7 months ago

MIT 15.S21 Nuts and Bolts of Business Plans, IAP 2014
View the complete course: http://ocw.mit.edu/15-S21IAP14
Instructor: Joe Hadzima

What is it, why do I need it and what is it used for? Practical do's and don'ts in preparing a Business Plan. Things to keep in mind in writing a Business Plan which will improve your chances of obtaining funding and running a successful business.

License: Creative Commons BY-NC-SA
More information at http://ocw.mit.edu/terms
More courses at http://ocw.mit.edu

Generative AI
5 Views ยท 7 months ago

MIT 6.100L Introduction to CS and Programming using Python, Fall 2022
Instructor: Ana Bell

View the complete course: https://ocw.mit.edu/courses/6-....100l-introduction-to
YouTube Playlist: https://www.youtube.com/playli....st?list=PLUl4u3cNGP6

This lecture discusses the core elements of programs: strings, input/output, f-strings, operators, branching, and indentation. Big idea: Debug early, debug often. Write a little and test a little. Donโ€™t write a complete program at once. It introduces too many errors. Use the Python Tutor to step through code when you see something unexpected!

License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu
Support OCW at http://ow.ly/a1If50zVRlQ

We encourage constructive comments and discussion on OCWโ€™s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.

Generative AI
5 Views ยท 7 months ago

MIT 6.622 Power Electronics, Spring 2023
Instructor: David Perreault

View the complete courseย (or resource): https://ocw.mit.edu/courses/6-....622-power-electronic
YouTube Playlist: https://www.youtube.com/playli....st?list=PLUl4u3cNGP6

In this lecture, we first review linear vs. switching regulators. We then introduce definitions and methods for analyzing switching circuits, including the Method of Assumed States and Periodic Steady State.

License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu

Support OCW at http://ow.ly/a1If50zVRlQ

We encourage constructive comments and discussion on OCWโ€™s YouTube and other social media channels. Personal attacks, hate speech, trolling, and inappropriate comments are not allowed and may be removed. More details at https://ocw.mit.edu/comments.

Generative AI
5 Views ยท 7 months ago

Sam Altman, President of Y Combinator, and Dustin Moskovitz, Cofounder of Facebook and Asana, kick off the How to Start a Startup Course. Dustin discusses Why to Start a Startup and Sam introduces the 4 key components of Starting a Startup: Idea, Product, Team and Execution.
http://www.slideshare.net/Stev....enPham7/lecture-1-ho

Explore Stanford Online courses: https://online.stanford.edu/explore

Generative AI
5 Views ยท 7 months ago

Deep learning is essential to developing cutting-edge AI, including image recognition, sound and voice recognition, and complex generative learning models - to name a few. Using Python within Anaconda, the process of building these models is easier with updated packages, security concerns mitigated, clean and clear notebooks, and multiple platforms installed at once.




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