MIT 15.401 Finance Theory I, Fall 2008
View the complete course: http://ocw.mit.edu/15-401F08
Instructor: Andrew Lo

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INSPECTOR GABBAR Full Movie is now available on Kannada Filmnagar. #INSPECTORGABBAR is the latest super hit Kannada Dubbed movie starring Pawan Kalyan and Shruti Hassan in the lead roles. The movie is directed by Harish Shankar and produced by Bandla Ganesh under Parameshwara Art productions banner whereas the music was composed by Devi Sri Prasad. For more Latest Kannada Movie News, Celebs Updates & Sandalwood Updates stay tuned to #KannadaFilmnagar - http://bit.ly/38BJpx8.

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Synopsis: Venkatarathnam Naidu (Pawan Kalyan) is the son of Suhasini and the stepson of Naidu (Nagineedu). He loves Gabbar character from Sholay and so he decides to call himself ‘Gabbar ’. He grows up into a daring and dashing but highly eccentric police officer. He is posted to his hometown of Kondaveedu and he decides to rid the population of law and order problems. This brings him into direct confrontation with Siddhappa Naidu (Abhimanyu Singh), the local goonda and a political aspirant.

As Gabbar goes about confronting Siddhappa Naidu, he comes across Bhagyalakshmi (Shruti Haasan) and falls in love with her. Things get murky as the story proceeds and strong human emotions like jealousy, hatred and greed come to the fore. Will Gabbar be able to stop Siddhappa Naidu’s atrocities? What price will he have to pay to achieve his goals? That forms the rest of the story.

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In this deep learning interview questions and answers you will learn the latest and top questions asked by companies for deep learning interview. This deep learning interview questions & answers video covers all kinds of questions starting from basic to advanced questions so that you can get benefited.
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📝Following questions are covered in this deep learning video:
00:00 - Deep Learning Interview Questions And Answers
00:59 - What is the Difference between Machine Learning and Deep Learning?
02:16 - What is Perceptron?
03:26 - How is Deep Learning better than Machine Learning?
04:29 - What are some of the most used applications of Deep Learning?
05:27 - What is the meaning of Over fitting?
06:47 - What are Activation functions?
08:00 - Why is Fourier transform used in Deep Learning?
08:55 - What are the steps involved in training a perceptron in Deep learning?
09:47 - What is the use of the loss function?
10:30 - What are some of the Deep Learning Frameworks or tools that you have used?
11:49 - What is the use of the swish function?
12:38 - What are auto encoders?
13:41 - What are the steps to be followed to use the gradient descent algorithm?
14:57 - Differentiate between a single layer perceptron and a multi-layer perceptron
16:00 - What is data normalization in Deep Learning?
16:54 - What is forward propagation?
17:44 - What is back propagation?
18:40 - What are Hyper parameters in Deep Learning?
19:19 - How can hyper parameters be trained in neural networks?
21:38 - What is the meaning of dropout in Deep Learning?
22:42 - What are Tensors?
23:44 - What is the meaning of model capacity in Deep Learning?
24:33 - What is Boltzmann Machine?
25:25 - What are some of the advantages of using TensorFlow?
26:27 - What is the computational graph in Deep Learning?
27:40 - What is a CNN?
28:25 - What are the various layers present in a CNN?
30:19 - What is an RNN in Deep Learning?
31:15 - What is a Vanishing gradient when using RNNs?
32:11 - What is exploding gradient descent in Deep Learning?
33:10 - What is the use of LSTM?
34:04 - Where are autoencoders used?
35:05 - What are the types of auto encoders?
35:35 - What is a restricted Boltzmann Machine?
36:30 - What are some of the limitations of Deep Learning?
38:04 - What are the variants of gradient descent?
39:33 - Why is mini-batch gradient descent so popular?
40:35 - What are deep autoencoders?
41:47 - Why is the leaky ReLu function used in Deep Learning?
42:35 - What are some of the examples if the supervised learning algorithms in Deep Learning?
43:25 - What are some of the examples of unsupervised learning algorithms in Deep Learning?
43:56 - Can we initialize the weights of a network to start from zero?
45:00 - What is the meaning of valid padding and same padding in CNN?
46:16 - What are some of the applications of transfer learning in Deep Learning?
47:25 - How is the transformer architecture better than RNNs in Deep Learning?
48:41 - What are the steps involved in the working of an LSTM network?
50:07 - What are the elements in TensorFlow that are programmable?
50:43 - What is the meaning of bagging and boosting in Deep Learning?
51:52 - What are generative adversarial networks (GANs)?
53:00 - Have you earned any sort of Certification to improve your learning and implementation process?
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Why should you opt for an Artificial Intelligence career?

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Dawn Song is well-known for her research on the intersection of deep learning and security. Aside from her research, Song is also a Professor in the Department of Electrical Engineering and Computer Science at UC Berkeley and CEO of Oasis Labs, a blockchain startup that is creating a privacy-first cloud computing platform no blockchain. She has received several awards for her work including the MacArthur Fellowship, the Guggenheim Fellowship, and Best Paper awards from top conferences.

Andrew sits down with Song to chat about her unconventional career path and her current research projects.

Here’s what you’ll learn in the interview:

00:34: How Song first got started in deep learning and security
4:00: How Song self-designed a reading program structured around representational learning
13:22: How computer security can help deep learning
17:03: Song’s research on how to build resilient machine learning systems
21:55 How a “consistency check” approach can defend against attacks
25:31: Song’s work in AI and data privacy
27:49: How deep learning can help computer security
30:16: How Song’s startup, Oasis Labs, is creating privacy-preserving smart contracts
34:42: Song’s advice for learners breaking into a new field


Want to build your own career in deep learning? Get started by taking the Deep Learning Specialization.

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There is nothing sweeter and more beautiful than children. Babies of all animals look very helpless, charming and funny.

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In this video, we will cover AI vs. ML vs. DL vs. Data Science in detail. From this video, you will be able to understand the difference between AI, ML, DL, and Data Science.
0:00 Deep Learning
2:31 Machine Learning
3:49 Artificial Intelligence
5:26 Deep Learning

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In this tutorial you will learn everything you need to fine tune (train) your GPT-2 Model. By training the model on specific texts you can improve the results quality by a large margin. Fine Tuning your GPT-2 Model is quite easy and can be done in a few simple steps.

First you need to download the repository from Github. After that you need to create a training.txt file including the data on which your model should be trained on. The next step is to convert the file into an npz format from which you can then train the model. After the GPT-2 model has been trained you can then copy the files into your final model and just run the sample code.


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This demo shows how to run large AI models from #huggingface on a Single GPU without Out of Memory error. Take a OPT-175B or BLOOM-176B parameter model .These are large language models and often require very high processing machine or multi-GPU, but thanks to bitsandbytes, in just a few tweaks to your code, you can run these large models on single node.

In this tutorial, we'll see 3 Billion parameter BLOOM AI model (loaded from Hugging Face) and #LLM inference on Google Colab (Tesla T4) without OOM.

This is brilliant! Kudos to the team.

bitsandbytes - https://github.com/TimDettmers/bitsandbytes
Google Colab Notebook - https://colab.research.google.....com/drive/1qOjXfQIAU

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚'𝐬 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎) :
https://www.edureka.co/microso....ft-azure-data-engine
In this video on Azure Data Engineer Certification in 2024, you will learn the basics of who is an Azure Data Engineer, what are the necessary tools or skills you need to learn and which certifications are required, what salary can you expect as an Azure Data Engineer. It will guide you how to get started on your Azure Data Engineer journey.

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👉This SQL course video is an SQL tutorial for beginners where you will learn SQL end to end. This SQL tutorial is all you need to get started with this technology.
🔥 Intellipaat SQL course: https://intellipaat.com/micros....oft-sql-server-certi
#SQLCourse #SQLTutorialforBeginners #LearnSQL #SQL #StructuredQueryLanguage

📝Following topics are covered in this SQL Tutorial video:
00:00 - SQL full course
01:13 - What is Data?
02:22 - What is Database?
04:15 - Why need a Database?
08:20 - Database Management System(DBMS)
10:19 - Introduction to SQL
11:40 - Relational Databases
14:17 - Sample SQL Query
16:20 - SQL vs NoSQL
18:00 - Applications of SQL
21:00 - Basics of SQL
21:28 - SQL Tables: Fields
21:58 - SQL Tables: Records
23:18 - SQL Tables: Datatypes
25:50 - CRUD Operations
26:42 - What can SQL do?
28:10 - CRUD Operation Demo
38:00 - Installation of SQL Server
45:32 - Data Types in SQL
46:10 - Different Data Types in SQL
51:30 - Create Table Syntax
54:16 - Insert Query Syntax
57:55 - Select Statement Syntax
01:00:53 - Select Distinct Syntax
01:02:20 - Where Clause in SQL
01:05:10 - Operators in SQL
01:17:37 - Functions in SQL
01:26:00 - Order By and Top Clause in SQL
01:29:40 - Group By Clause in SQL
01:33:13 - Having Clause in SQL
01:36:04 - Update Statement in SQL
01:39:24 - Delete Statement in SQL
01:41:18 - Truncate Statement in SQL
01:42:22 - Joins in SQL
02:02:43 - Union Operator in SQL
02:05:27 - Except Operator in SQL
02:07:10 - Intersect Operator
02:09:05 - Views in SQL
02:11:45 - Alter Table in SQL
02:14:32 - Merge Statement in SQL
02:20:10 - User Defined Functions in SQL
02:26:40 - Temporary Table in SQL
02:29:30 - Case Statement in SQL
02:34:23 - IIF Function in SQL
02:38:04 - Stored Procedure in SQL
02:43:16 - Exceptional Handling
02:43:25 - Try/Catch Blocks in SQL
02:47:45 - Transactions in SQL
02:52:38 - Database Administrator
02:52:50 - Roles of Database Administrator
02:54:22 - Types of DBA
02:56:12 - Intro to MS SQL Servers
03:02:24 - SQL Server Sysytem Databases
03:04:08 - Quiz
03:04:40 - Backup & Restore of Database
03:05:18 - Restoring "AdventureWoks" Database through GUI
03:07:25 - Recovery Models
03:18:54 - Quiz
03:19:17 - Dynamic Management Views
03:20:04 - Catagories of DMV's
03:24:30 - Activity Monitor
03:25:00 - Starting Activity Monitor
03:27:25 - System Monitor/Performance Monitor
03:30:20 - Working with SQL Server Profiler
03:32:02 - Quiz
03:32:36 - Data Integrity
03:32:52 - Categories of Data Integrity in SQL
03:33:45 - Index in SQL
03:34:15 - Types of Indexes in SQL
03:37:07 - Fragmentation in SQL
03:39:15 - Rebuilding in SSMS
03:40:43 - Quiz
03:40:56 - SQL Job Trend
03:41:20 - SQL Interview Questions

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If you’ve enjoyed this SQL full course, Like us and Subscribe to our channel for more similar informative SQL course tutorials.
Got any questions about SQL training? Ask us in the comment section below.
----------------------------
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------------------------------

Why should you opt for a SQL career?

SQL optimization has always been a popular topic in database management. SQL Database optimization can be an extremely difficult task, in particular for large-scale data wherever a minute variation can result or impact drastically on the performance. So learning this skill will definitely help you grab the best jobs in top MNCs after finishing Intellipaat SQL online training. The entire Intellipaat SQL course is in line with the industry needs.There is a huge demand for SQL certified professional. The salaries for SQL professional are very good. Hence this Intellipaat SQL database tutorial for beginners is your stepping stone to a successful career!
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🔵 Intellipaat Linux Course: https://intellipaat.com/linux-training/
In this Linux Administration Tutorial video, you will learn what is Linux, how to install Linux, how to setup kernel parameters, how to install & remove software, RPM in Linux, various commands in Linux, and various Linux services & systems in detail.

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The following topics are covered in this video:
00:00:00 - Linux Administration Tutorial
00:38:00 - Introduction to Linux
00:11:42 - Basics of Shell
00:17:47 - Top Shells in Linux
00:21:49 - Basics of Kernal
00:28:01- How to Install Linux?
00:29:39 - Quiz
00:59:54 - Quiz
01:17:22 - Basic Linux Commands
01:32:54 - Linux UI vs Terminal
01:37:14 - How to login to remote Linux?
01:41:46 - How to run a command as admin in Linux?
01:45:05 - Good to know commands in Linux
01:53:42 - Displaying - using Echo
02:00:08 - Set and unset a Variable
02:11:51 - Using Expr
02:17:15 - Header File of Shell Script - using Shebang (#!)
02:20:49 - Text Editors and Creating a File
02:25:24 - Hands-on: Creating and saving a file in Vim
02:28:21 - Understanding Linux File Permissions
02:47:17 - Chmod and Chown
03:00:41 - Displaying content in a File
03:11:46 - Unix Process Control Commands
03:34:41 - Linux Shell Scripting Tutorial
04:28:12 - Shell Scripting: Loops and Iterations
05:16:09 - Unix vs Linux
05:22:57 - Linux Interview Questions

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🔵 If you’ve enjoyed this Linux Tutorial, Like us and Subscribe to our channel for more similar Linux videos and free Splunk tutorials.
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----------------------------
Intellipaat Edge
1. 24*7 Lifetime Access & Support
2. Flexible Class Schedule
3. Job Assistance
4. Mentors with +14 yrs
5. Industry Oriented Courseware
6. Lifetime free Course Upgrade
------------------------------
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Linux is a powerful open-source operating system that is being used by a large section of the corporate world. This OS ensures that you have the power to configure, manage and secure your systems. We are offering the top linux tutorial that has been created with extensive inputs from the industry experts so that you can learn linux easily.

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------------------------------
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In this video we will cover the *Project management knowledge areas.* The 10 knowledge areas of project management includes - Project integration management, Project scope management, Project time management, Project cost Management, Project quality management, Project human resources management, Project communication management, Project risk management, Project stakeholder management and more.
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00:00 Project Management Knowledge Areas
05:17 Project management process
13:58 Project integration management
50:25 Project scope management
01:20:01 Project time management
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This video introduces you to the attention mechanism, a powerful technique that allows neural networks to focus on specific parts of an input sequence. Attention is used to improve the performance of a variety of machine learning tasks, including machine translation, text summarization, and question answering.

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The Content Marketing Full Course by Simplilearn covers key areas such as creating content strategies, improving SEO, and using AI tools to boost marketing efforts. It begins with a Content Marketing Tutorial and explains how Google ranks websites through SEO audits and keyword research. The course features WordPress tutorials, MailChimp integration, and using ChatGPT for blogging, SEO optimization, and content creation. It also explores how to become a copywriter, sell ebooks using AI, and create digital products, highlighting modern methods to maximize digital marketing success.

Following are the topics covered in the Content Marketing Full Course:

00:00:00 - Introduction to Content Marketing Full Course 2025
00:01:53 - What is Digital Marketing
00:24:02 - Content Marketing for beginners
00:36:43 - Top 10 Digital Marketing Certifications For 2025
03:05:56 - Content Marketing Tutorial
04:14:40 - Content Marketing Strategy
04:21:57 - How does a Google rank Websites
04:36:09 - AEO Vs SEO
05:02:15 - Create Website using AI
05:10:35 - Keyword Research Tutorial
05:12:24 - Blogging with Chatgpt
05:27:27 - ChatGPT made SEO Easy
06:08:22 - Social Media marketing
06:29:16 - Youtube seo Optimization
06:37:33 - MailChimp Tutorial
07:02:12 - How to become copywriter
07:03:24 - Sell Ebooks using ChatGPT
07:39:59 - Create and sell digital products using AI
07:54:33 - ChatGPT for digital marketing
08:58:36 - DM Interview questions

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➡️ About Post Graduate Program In Digital Marketing:
Get a hands-on Live Interactive Learning experience with this Digital Marketing Course. Learn via fundamental and advanced material, preparing you for your Digital Marketing Career. Get a Meta Certified Digital Marketing Associate exam voucher worth USD $99 to showcase your skills.

Key Features
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✅ Masterclasses delivered by Purdue faculty
✅ Harvard Business Publishing Cases
✅ Build your website & learn real-world hands-on digital marketing techniques
✅ Master sessions by Meta Blueprint trainer
✅ 6-credit transfer for the Purdue Online MS in Communication program
✅ Meta Certified Digital Marketing Associate exam voucher worth USD $99
✅ 5 Capstone problem statements and 15+ course-end projects
✅ 10+ case studies from brands like Adidas, KFC, Nike, Intel, etc.
✅ 35+ digital marketing tools
✅ Boost productivity with ChatGPT and AI tools (Blue Willow, Stable Fusion & Well Said Labs)
✅ Course aligned with Hootsuite and SE Ranking certification
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✅ Live classes delivered by Industry Experts along with self-paced content

Skills Covered
✅ Website Creation
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✅ Search Engine Optimization
✅ Search Engine Marketing
✅ Campaign Management
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✅ Mobile Marketing
✅ Content Marketing
✅ Content Strategy
✅ Strategies for Paid Campaigns
✅ Analytics ROI and Evaluation
✅ AI Automation and Emerging Technology

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

A friendly introduction to Bayes Theorem and Hidden Markov Models, with simple examples. No background knowledge needed, except basic probability.
Accompanying notebook:
https://github.com/luisguiserrano/hmm