MIT Computational Biology: Genomes, Networks, Evolution, Health
http://compbio.mit.edu/6.047/
Prof. Manolis Kellis

Full playlist with all videos in order is here: https://www.youtube.com/playli....st?list=PLypiXJdtIca

All slides from Fall 2019 are here: https://stellar.mit.edu/S/cour....se/6/fa19/6.047/mate

Outline for this lecture:
1. Supervised Learning with Neural networks
- Perceptron, layers, activation units (sigmoid, softplus, ReLU)
- Learning: Gradient, Back-propagation, Rate, Dropout, Overfitting
2. Unsupervised learning with Deep belief networks & autoencoders
- Boltzmann machines, Restricted BMs (RBMs), Deep belief networks
- Learning: Energy, Gibbs Sampling, Simulated Annealing, Wake-sleep
3. Modern deep learning architectures
- Auto-encoders: Self-training, representation learning, RBM pre-training
- Convolutional neural networks: convolutional filters, pooling (sum/max)
- Recurrent neural networks: learning linear/temporal relationships
- Transfer learning, generative adversarial networks (GANs)
4. Deep learning in regulatory genomics
- Deciphering tissue-specific splicing code
- Deciphering regulatory grammars. DeepBind, DeepSea, Basset.
5. Three-dimensional structures: protein-DNA interactions, drug design
- Modern deep learning computing infrastructure
- Engines: TensorFlow, Theano, Torch, Caffe. Envs: Keras, Lasagene

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DISCLAIMER: This video is not medical, financial, or legal advice. This is just my personal story and research findings. Always consult a licensed professional.

I work to better myself and the rest of humanity.

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Hello everybody I'm Nick and in this video I will try to get the brand new GPT-4 model to refactor a legacy codebase using ChatGPT. The old model always failed the task so let's see if the new version improved on it.

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The Google Cloud Platform Tutorial video will cover all the important concepts of Google Cloud Platform. Google Cloud Platform is a set of cloud computing services provided by Google that runs on the same infrastructure that Google uses for its end-user products like YouTube, Gmail, and more. In this video, we will be looking into what is GCP? GCP tutorial, AWS vs GCP, GCP web hosting, Google cloud ML, GCP fundamentals, Google Cloud Platform Fundamentals (CP100A) Certification Training.

What is GCP?
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Simplilearn's Google Cloud Platform (GCP) Architect certification program will empower you with the skills needed to advance your career in cloud architecture and become a certified Google Professional Cloud Architect. The course covers IAM, Networking, cloud storage, and much more. Simplilearn’s online Google Cloud Platform (GCP) Architect certification course introduces you to the flexible infrastructure and platform services provided by Google Cloud Platform. In this course, you will learn how to analyze and deploy infrastructure components such as networks, storage systems, and application services.

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This complete Machine Learning full course video covers all the topics that you need to know to become a master in the field of Machine Learning. It covers all the basics of Machine Learning, the different types of Machine Learning, and the various applications of Machine Learning used in different industries. This video will help you learn different Machine Learning algorithms in Python. Linear Regression, Logistic Regression, K Means Clustering, Decision Tree, and Support Vector Machines are some of the important algorithms you will understand with a hands-on demo.

Dataset Link - https://drive.google.com/drive..../folders/15lSrc4176J

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Below topics are explained in this Machine Learning course for beginners:
0:00 Table of contents
01:46 Basics of Machine Learning
09:18 Why Machine Learning
13:25 What is Machine Learning
18:32 Types of Machine Learning
18:44 Supervised Learning
21:06 Reinforcement Learning
22:26 Supervised VS Unsupervised
23:38 Linear Regression
25:08 Introduction to Machine Learning
26:40 Application of Linear Regression
27:19 Understanding Linear Regression
28:00 Regression Equation
35:57 Multiple Linear Regression
55:45 Logistic Regression
56:04 What is Logistic Regression
59:35 What is Linear Regression
01:05:28 Comparing Linear & Logistic Regression
01:26:20 What is K-Means Clustering
01:38:00 How does K-Means Clustering work
02:15:15 What is Decision Tree
02:25:15 How does Decision Tree work
02:39:56 Random Forest Tutorial
02:41:52 Why Random Forest
02:43:21 What is Random Forest
02:52:02 How does Decision Tree work-
03:22:02 K-Nearest Neighbors Algorithm Tutorial
03:24:11 Why KNN
03:24:24 What is KNN
03:25:38 How do we choose 'K'
03:27:37 When do we use KNN
03:48:31 Applications of Support Vector Machine
03:48:55 Why Support Vector Machine
03:50:34 What Support Vector Machine
03:54:54 Advantages of Support Vector Machine
04:13:06 What is Naive Bayes
04:17:45 Where is Naive Bayes used
04:54:48 Top 10 Application of Machine Learning
04:59:46 How to become a Machine Learning Engineer
05:09:03 Machine Learning Interview Questions

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In this Reinforcement Learning Full Course video, you will understand the basics of reinforcement learning and how it works to solve complex business problems. You will get an idea about Q Learning and implement reinforcement learning algorithm in Python.🔥Enroll for Free Machine Learning Course & Get Your Completion Certificate: https://www.simplilearn.com/learn-machine-learning-basics-skillup?utm_campaign=ReinforcementLearningFullCourseFeb27&utm_medium=Description&utm_source=youtube

00:00:00 What is Machine Learning
00:08:33 Sup vs UnSup vs Reinf Learning
00:14:32 What is Reinforcement Learning
00:48:54 Q learning

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🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐏𝐌𝐏® 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 : https://www.edureka.co/pmp-cer....tification-exam-trai (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎)
This Edureka video on Project Management Fundamentals will give you the list of terms used mostly by the Project Managers along with other fundamental concepts in Project Management.
Topics covered:
00:00:00 Introduction
00:00:40 Agenda
00:00:56 What is Project Management?
00:06:23 What is PMP?
00:10:50 Why PMP Exam Pattern?
00:16:10 PMP Exam Pattern
00:20:48 Content Outline
00:22:14 PMP Exam Requirements
00:23:07 PMP Certification Cost

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What is the PMP Certification Course?
PMP Training online is the global language of Project Management that helps you to connect with Project Management Professionals. PMP course is a global credential offered by PMI® Inc. that is a globally recognized, rigorous, education and/or professional experience, and examination-based credential program. PMP® certified professionals earn a higher salary than those not certified.

Why take up Edureka’s PMP® Certification Online?
Earn 35 PDUs/Contact Hours on completion of the course. The goal of this PMP online training is to empower the current and future Project Managers to manage the project more efficiently and effectively throughout the Project Management Life Cycle. This PMP Course is taught by Certified Trainers, who have years of training experience. These instructors have been practicing Project and Program Management with some of the top organizations across industries. They leverage their rich, hands-on industry experience to help participants understand the practical application of all the 10 knowledge areas covered in ‘The PMBOK® Guide’ (A Guide to the Project Management Body of Knowledge) – Sixth Edition, aligned with the latest Project Management Professional Certification exam Content Outline 2021

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

Please write back to us at sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information

🔥 Professional Certificate Program In Blockchain: https://www.simplilearn.com/blockchain-certification-training-course?utm_campaign=19May2023CryptocurrencyFullCourse2023&utm_medium=DescriptionFirstFold&utm_source=youtube

This video on "Cryptocurrency Full Course" will help you gain knowledge about Cryptocurrencies and its related concepts from basics to advance. This Cryptocurrency course for beginners will brush your knowledge about the internal mechanism of Cryptocurrencies and Blockchain along with the guide towards how you can invest, buy or sell cryptocurrency and about top trading platforms.
In this video you will come across -

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✅ Professional Certificate Program In Blockchain:
Designed for leaders Professional Certificate Program in Blockchain is a four-month program in collaboration with IIT Kanpur. This blockchain course provides a high-engagement learning experience with real-world blockchain applications in Fintech, Healthcare, Supply Chain Management and more.

✅ Key Features
- Program completion certificate from IIT Kanpur and Simplilearn
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✅ Skills Covered
- Cryptography and Cryptocurrency
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- Consensus
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✅ Tools Covered
- Ethereum
- Hyperledger
- Truffle
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- Multichain
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🔥Explore more about the Course here: https://www.simplilearn.com/pgp-devops-certification-training-course?utm_campaign=DevOpsWebinar13feb23&utm_medium=Description&utm_source=youtube

Career Information Session: Get Certified in DevOps with Caltech CTME, a live and interactive webinar hosted by Simplilearn in collaboration with real-time industry experts explaining the basics of DevOps and the skills required to become a DevOps Engineer. They will discuss the roles and responsibilities of DevOps engineers and much more. The host will also cover the course details offered by Simplilearn for a better learning experience.

*About the webinar:*
The tools of DevOps - containerization, CI/CD pipelines, automated testing - are how modern websites and apps keep their functionality running and growing seamlessly. Learn how to be part of this growing field with the Post Graduate Program in DevOps from Caltech CTME.

*Why You Should Attend This Webinar
In this one-hour webinar, learn about DevOps careers and how to prepare yourself to start one.
Expert instructor Ashutosh Bhakare will share with you:
⏩ Career opportunities waiting for you in DevOps
⏩ The skills, tools, and platforms you’ll need to learn to be successful
⏩ The value of career assistance services in a skills training program
⏩ The benefits of learning with Caltech CTME

You’ll find out what makes this one of the most sought-after careers today.

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⏩ Check out the DevOps training videos: https://www.youtube.com/watch?v=mBBgRdlC4sc&list=PLEiEAq2VkUUJS6zkGgXeWw9l32EwRoYdR

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*About Post Graduate Program In DevOps:*
The devOps training course will bring out the scientist in you. You'll learn how to formalize and document development processes and create a self-documenting system. The devOps certification course will also cover advanced tools like Puppet, SaltStack, and Ansible that help self-governance and automated management at scale.

*Key Features*
✅ Caltech CTME Post Graduate Certificate
✅ Enrolment in Simplilearn’s JobAssist
✅ Receive up to 25 CEUs from Caltech CTME upon course completion
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
✅ Master classes taught by Caltech CTME instructor
✅ 8X higher interaction in live online classes conducted by industry experts
✅ Online Convocation by Caltech CTME Program Director
✅ 20+ real-life projects on integrated labs
✅ Capstone project in 3 domains
✅ Caltech CTME Circle Membership

*Learning Path*
✅ Orientation Session for Caltech PGP DevOps Program
✅ PG DO - DevOps Certification Training
✅ PG DO - Configuration Management with Ansible and Terraform
✅ PG DO - Docker Certified Associate Certification Training
✅ PG DO - Container Orchestration using Kubernetes
✅ PG DO - DevOps Capstone Project

*Electives:*
✅ Caltech CTME DevOps Master Class
✅ Docker with IBM
✅ Kubernetes with IBM
✅ PG DO - CI/CD Pipeline with Jenkins
✅ PG DO - Git and GitHub Training
✅ DevOps on Cloud
✅ Industry Masterclass: DevOps

*Skills Covered*
✅ DevOps Methodology
✅ Continuous Integration
✅ Continuous Delivery
✅ Configuration Management
✅ Containerization
✅ DevOps on Cloud
✅ Source Control
✅ Deployment Automation
✅ Cloud Platforms

🔥🔥 Interested in Attending Live Classes? Call Us: IN - 18002127688 / US - +18445327688

👉Learn more at: https://www.simplilearn.com/pgp-devops-certification-training-course?utm_campaign=DevOpsWebinar13Jan23&utm_medium=Description&utm_source=youtube

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🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐒𝐞𝐥𝐞𝐧𝐢𝐮𝐦 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠: https://www.edureka.co/seleniu....m-certification-trai code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
This Selenium tutorial video is ideal for those who want to learn Data Driven Testing using Selenium. The following topics have been covered in this video:
1. Selenium As An Automation Testing Tool
2. What Is Data Driven Framework?
3. Using Apache POI To Achieve Data Driven Testing
4. Demo: Implementing Data Driven Testing In Selenium

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📝Feel free to share your comments below.📝

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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Please write back to us at sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

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Natural language processing (NLP) is a field of computer science, artificial intelligence and computational linguistics concerned with the interactions between computers and human (natural) languages, and, in particular, concerned with programming computers to fruitfully process large natural language corpora.

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The Data Science with Python course is designed to impart an in-depth knowledge of the various libraries and packages required to perform data analysis, data visualization, web scraping, machine learning, and natural language processing using Python. The course is packed with real-life projects, assignment, demos, and case studies to give a hands-on and practical experience to the participants.

Mastering Python and using its packages: The course covers PROC SQL, SAS Macros, and various statistical procedures like PROC UNIVARIATE, PROC MEANS, PROC FREQ, and PROC CORP. You will learn how to use SAS for data exploration and data optimization.

Mastering advanced analytics techniques: The course also covers advanced analytics techniques like clustering, decision tree, and regression. The course covers time series, it's modeling, and implementation using SAS.

As a part of the course, you are provided with 4 real-life industry projects on customer segmentation, macro calls, attrition analysis, and retail analysis.

Who should take this course?
There is a booming demand for skilled data scientists across all industries that make this course suited for participants at all levels of experience. We recommend this Data Science training especially for the following professionals:
1. Analytics professionals who want to work with Python
2. Software professionals looking for a career switch in the field of analytics
3. IT professionals interested in pursuing a career in analytics
4. Graduates looking to build a career in Analytics and Data Science
5. Experienced professionals who would like to harness data science in their fields
6. Anyone with a genuine interest in the field of Data Science

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What an awesome magazine! We learn all about CSS grid and how to make a great looking new article/magazine! What did you learn? I'd love to hear about it in the comments!

CSS Grid gives us control over the rows and columns of our webpage design.

In this course, we build a magazine article. We learn how to use CSS Grid, including concepts like grid rows and grid columns.

Connect on LinkedIn: https://www.linkedin.com/in/la....ndon-schlangen-a3989

( AWS Architect Certification Training - https://www.edureka.co/aws-certification-training )
This AWS CloudFormation video tutorial shall teach you how to use AWS CloudFormation and why it is used. Towards the end, we will be learning how to create a template using a JSON script and also create a stack using the sample templates. This video tutorial is ideal for those who want to become an AWS Certified Solutions Architect!

For doubts & queries on AWS, post the same on Edureka Community: https://www.edureka.co/community/cloud-computing

In this AWS Training video you will understand:

1. Why AWS CloudFormation?
2. What is CloudFormation?
3. Get Started in CloudFormation
4. Structure of JSON Document
5. Sample JSON
6. Demo

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How it Works?
1. This is a 5 Week Instructor led Online Course.
2. Course consists of 30 hours of online classes, 30 hours of assignment, 20 hours of project
3. 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.
4. You will get Lifetime Access to the recordings in the LMS.
5. At the end of the training you will have to complete the project based on which we will provide you a Verifiable Certificate!

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

AWS Architect Certification Training from Edureka is designed to provide in depth knowledge about Amazon AWS architectural principles and its components. The sessions will be conducted by Industry practitioners who will train you to leverage AWS services to make the AWS cloud infrastructure scalable, reliable, and highly available. This course is completely aligned to AWS Architect Certification - Associate Level exam conducted by Amazon Web Services.

During this AWS Architect Online training, you'll learn:
1. AWS Architecture and different models of Cloud Computing
2. Compute Services: Amazon EC2, Auto Scaling and Load Balancing, AWS Lambda, Elastic Beanstalk
3. Amazon Storage Services : EBS, S3 AWS, Glacier, CloudFront, Snowball, Storage Gateway
4. Database Services: RDS, DynamoDB, ElastiCache, RedShift
5. Security and Identity Services: IAM, KMS
6. Networking Services: Amazon VPC, Route 53, Direct Connect
7. Management Tools: CloudTrail, CloudWatch, CloudFormation, OpsWorks, Trusty Advisor
8. Application Services: SES, SNS, SQS

Course Objectives

On completion of the AWS Architect Certification training, learner will be able to:
1. Design and deploy scalable, highly available, and fault tolerant systems on AWS
2. Understand lift and shift of an existing on-premises application to AWS
3. Ingress and egress of data to and from AWS
4. Identifying appropriate use of AWS architectural best practices
5. Estimating AWS costs and identifying cost control mechanisms

Who should go for this course?

This course is designed for students and IT professionals who want to pursue a career in Cloud Computing. The course is a best fit for:
1. Professionals interested in managing highly-available and fault-tolerant enterprise and web-scale software deployments.
2. Professionals who want Project Experience in migrating and deploying cloud based solutions.
3. DevOps professionals.

Pre-requisites

There are no specific prerequisites for this course. Any professional who has an understanding of IT Service Management can join this training. There is no programming knowledge needed and no prior AWS experience required.

For more information, Please write back to us at sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll free).

Customer Reviews:

Joga Rao, Principal Data Architect at AEMO says: “I am a Customer at Edureka. I attended the AWS Architect Certification Training, I found the training to be very informative. The course content was excellent, just what I was after. The trainer was very knowledgeable. I found him to be very patient, he listened and answered everyone's questions. I especially liked the way he repeated and summarized the previous day's leanings at the start of each new day. I also liked his interactive style of training. Edureka demonstrated the highest standard of professionalism in delivering the course content and their support to me in helping complete the project has been exceptional. Thanks Edureka! ”

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In this video on "Node JS Full Course 2023," we will learn node js in 6 hours; we will start this entire course from the basics to advanced concepts, equipping you with a solid understanding of this technology. We will start this with an introduction to node js. After that, we will see what a node package manager is. Moving ahead, we will build a REST API with Node js, Node.js Authentication with JWT, and Express js, a framework of node js. We will also create a user registration form using node js and express js.

00:00:00 - Node Js Full Course 2023
00:01:01 - Agenda
00:05:00 - What is node js?
00:10:42 - Node js Express framework
00:25:02 - What is NPM?
01:37:07 - JWT Authentication
02:00:04 - Node js with MySQL
02:25:40 - What is MongoDB and how to connect it with node js?
02:28:47 - MERN stack
03:27:57 - Introduction to Express js
03:47:31 - What is middleware?
04:35:15 - User Registration Form
05:30:57 - Node js Interview Questions

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About Caltech Coding Bootcamp
This Caltech Coding Bootcamp will help you master both front-end and back-end Java technologies, starting with the basics and progressing to the advanced aspects of Full Stack Web Development. In this Online Coding boot camp, you will learn Angular, Spring Boot, web services, JSPs, and MongoDB to help you launch your career as a full-stack developer.

✅Skills Covered
- Agile
- Java
- Javascript
- HTML and CSS
- Angular
- MongoDB
- Maven
- JSP
- Spring

✅Tools Covered
- Angular
- Docker
- CSS
- GIT
- html 5
- Maven
- mongodb
- Jenkins

✅Eligibility Criteria
- Are not required to have prior work experience
- At least 18 years and have a High School Diploma or equivalent
- May have a non-programming background

👉Learn more at: https://www.simplilearn.com/coding-bootcamp?utm_campaign=18May2023NodeJSFullCourse2023&utm_medium=Description&utm_source=youtube
🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688
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