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Free Download Math 0-1 Matrix Calculus in Data Science & Machine Learning Last updated 10/2024 Created by Lazy Programmer Inc. MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Genre: eLearning | Language: English + subtitle | Duration: 40 Lectures ( 6h 55m ) | Size: 2.75 GB A Casual Guide for Artificial Intelligence, Deep Learning, and Python Programmers What you'll learn Derive matrix and vector derivatives for linear and quadratic forms Solve common optimization problems (least squares, Gaussian, financial portfolio) Understand and implement Gradient Descent and Newton's method Learn to use the Matrix Cookbook Requirements Competence with Calculus and Linear Algebra Optional: Familiarity with Python, Numpy, and Matplotlib to implement optimization techniques Description Welcome to the exciting world of Matrix Calculus, a fundamental tool for understanding and solving problems in machine learning and data science. In this course, we will dive into the powerful mathematics that underpin many of the algorithms and techniques used in these fields. By the end of this course, you'll have the knowledge and skills to navigate the complex landscape of derivatives, gradients, and optimizations involving matrices.Course Objectives:Understand the basics of matrix calculus, linear and quadratic forms, and their derivatives.Learn how to utilize the famous Matrix Cookbook for a wide range of matrix calculus operations.Gain proficiency in optimization techniques like gradient descent and Newton's method in one and multiple dimensions.Apply the concepts learned to real-world problems in machine learning and data science, with hands-on exercises and Python code examples.Why Matrix Calculus? Matrix calculus is the language of machine learning and data science. In these fields, we often work with high-dimensional data, making matrices and their derivatives a natural representation for our problems. Understanding matrix calculus is crucial for developing and analyzing algorithms, building predictive models, and making sense of the vast amounts of data at our disposal.Section 1: Linear and Quadratic Forms In the first part of the course, we'll explore the basics of linear and quadratic forms, and their derivatives. The linear form appears in all of the most fundamental and popular machine learning models, including linear regression, logistic regression, support vector machine (SVM), and deep neural networks. We will also dive into quadratic forms, which are fundamental to understanding optimization problems, which appear in regression, portfolio optimization in finance, signal processing, and control theory.The Matrix Cookbook is a valuable resource that compiles a wide range of matrix derivative formulas in one place. You'll learn how to use this reference effectively, saving you time and ensuring the accuracy of your derivations.Section 2: Optimization Techniques Optimization lies at the heart of many machine learning and data science tasks. In this section, we will explore two crucial optimization methods: gradient descent and Newton's method. You'll learn how to optimize not only in one dimension but also in high-dimensional spaces, which is essential for training complex models. We'll provide Python code examples to help you grasp the practical implementation of these techniques.Course Structure:Each lecture will include a theoretical introduction to the topic.We will work through relevant mathematical derivations and provide intuitive explanations.Hands-on exercises will allow you to apply what you've learned to real-world problems.Python code examples will help you implement and experiment with the concepts.There will be opportunities for questions and discussions to deepen your understanding.Prerequisites:Basic knowledge of linear algebra, calculus, and Python programming is recommended.A strong desire to learn and explore the fascinating world of matrix calculus.Conclusion: Matrix calculus is an indispensable tool in the fields of machine learning and data science. It empowers you to understand, create, and optimize algorithms that drive innovation and decision-making in today's data-driven world. This course will equip you with the knowledge and skills to navigate the intricate world of matrix calculus, setting you on a path to become a proficient data scientist or machine learning engineer. So, let's dive in, embrace the world of matrices, and unlock the secrets of data science and machine learning together! 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Free Download Linear Algebra Part 4 (Echelon Matrix & Normal Form Matrix) Published 10/2024 MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz Language: English | Size: 1.06 GB | Duration: 5h 8m Echelon matrix , Normal Form of matrix, linear algebra, vector spaces, basis and dimension , Rank of matrix What you'll learn Knowledge of Echelon Matrices and Normal form of Matrix Determining the Basis and Dimension of Subspaces, Sum of Subspaces and Intersection of Subspaces including the Rank Elementary Row and Column Operations on Matrices Determining the Non Singular Matrices by reducing the Matrix into Normal Form. Requirements Basic knowledge of Matrices Description Linear Algebra, mathematical discipline that deals with vectors and matrices and, more generally, with vector spaces and linear transformations. In this 3hr 54 min Course ' Linear Algebra Part 4 Echelon Matrix and Normal Form of Matrix' is having very interesting contents based on Echelon Matrix, Row Column Operations on matrix, Rank of Matrix, Normal Form of Matrix, and Determining the Non singular Matrices.The listed Contents of the Course 'Echelon Matrix & Normal Form of Matrix'1) The introduction to the Echelon Matrix and its definition with examples.2) Finding the Basis and Dimension of subspaces.3) Finding basis and dimension of the sum of subspaces.4) Finding the basis and dimension of intersection of subspaces.5) Finding the basis and dimension of subspaces having vectors as matrices.6) Finding the basis and dimension of subspaces having vectors as real polynomials of degree less than equal to 3 including the zero polynomial.7) Finding the basis and dimension of subspaces, having vectors as xy-plane or x axis or respective other axis and planes.8) Finding the basis and dimension of subspaces, sum of subspaces, intersection of subspaces with determination of rank too.9) Equivalence of row column operations on matrices.10) Normal form of matrix introduction with examples11) Determining the rank of matrix by reducing the given matrix into its normal form.12)Determining the non singular matrices P and Q by reducing the given matrix into its normal form such that PAQ is in normal form where A is the given matrix.Including all Important Theorems and Proofs with Solved Examples and assignments plus Practice Questions. Overview Section 1: Echelon Matrix Lecture 1 Introduction to Echelon Matrix with Examples Lecture 2 Find the Basis & Dimension of Subspaces & Sum of Subspaces Lecture 3 Find the Basis & Dimension of Subspaces, Sum of Subspaces & Itheir Intersection Lecture 4 Find the Basis & Dimension of the subspaces for including vectors (a,0,b) Lecture 5 Find the Basis & Dimension of Subspaces for xz-plane. Lecture 6 Find the Basis & Dimension of xy-plane and y axis Lecture 7 Show that Sum of the Subspaces is R³ Section 2: Extension of Basis Lecture 8 Find the Basis & Dimension of Subspace and extend its Bssis Lecture 9 Extend the set { (1,1,1,1),(1,2,1,2) } to form Basis for R4 Lecture 10 Extend the set {(0,0,1,2,3),(0,0,-2,1,2)} to form Basis for R5 Lecture 11 Find the Dimension of Sum and Intersection of Subspaces for Real Polynomials Lecture 12 Find the Basis & Dimension of W = {f(x)/ f(1) = 0} and also extend its Basis Lecture 13 Find the Basis & Dimension of W = {f(x)/ f'(1) = 0} and also extend its Basis Lecture 14 Find the Basis & Dimension of Sum of Subspaces for previous content Polynomials Lecture 15 Find Basis & Dim of Intersection of Subspaces for previous content Polynomials Section 3: Basis and Dimension of Solution Space Lecture 16 Basis and Dimension of Solution Space of system of Linear Equations Lecture 0 Basis and Dimension of Solution Space of system of 3 Linear Equations Lecture 0 Basis & Dimension of W = {(x,y,z)/x-2y+3z = 0} and also extend its Basis. Lecture 0 Basis & Dimension of subspace having vectors (x,y,z,s) s.t. y = x-z, x = 2s Lecture 17 Basis & Dimension of Subspace W = {[x,y,z)/z = x+y, y = 2x} Lecture 18 Basis & dimension of Sum and Intersection of given Subspaces of R4 Lecture 19 Basis & dimension of Sum and Intersection of given Subspaces of R4 (Exercise 2) Lecture 20 Basis & dimension of Sum and Intersection of given Subspaces of R4 (Exercise 3) Lecture 21 Determine whether given polynomials are Linearly Independent or Dependent. Lecture 22 Determine whether given Matrices are Linearly Independent or Dependent. Section 4: Rank of a Matrix Lecture 23 Introduction to Rank of Matrix Lecture 24 Theorem 1 on Rank of Matrix Lecture 25 Theorem 2 on Rank of Matrix ( Equivalent Statements) Lecture 26 Show that row column operation is an Equivalence Relation Lecture 27 Important Results on rank of Matrix Section 5: Normal Form of Matrix Lecture 28 Introduction to Normal Form of Matrix_ Reduction to Normal Form of Matrix Lecture 29 Reduction to Normal Form of Matrix illustrating with an Example. Lecture 30 Reduce the given Matrix into its Normal Form and also Determine its Rank Lecture 31 Prove that Row Rank of A = Rank of A = Column Rank of A where A is given Matrix Lecture 32 Find the Rank of Matrix by reducing this matrix into its Normal Form Lecture 33 Find the Non Singular Matrices P & Q s.t. 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pdf | 8.04 MB | English| Isbn:9783111284491 | Author: Vahid Pirouzfar, Mozhan Rostami Tehrani, Chia-Hung Su, Anahita Hasanzad, Seyed Mohammad Hossein Hosseini | Year: 2024 Description: https://ddownload.com/bk9zw6e5pva6 https://rapidgator.net/file/d2cd0493a22a00fe2c07527696b5d322/ https://turbobit.net/qwmjnkhe4hef.html

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Social Media Strategy: How To Create Your Content Matrix English | 2 hours | AVC (.MP4) 1280x720 30fps | AAC 44.1KHz 2ch | 414 Mb Genre: eLearning Discover my "No More Page Fright" approach that shows you what, when, where, why and how to write your social media. * Lectures 14 The #1 question I'm asked about Social Media is ... *TIP #1 It's all on the matrix schematic I mentioned in the preview video. *TIP #2 Success with social media comes from the psychology - not technology. What are the requirements? A basic knowledge of social media is helpful although not necessary as "What is Social Media?" is covered in the first lecture resources! What am I going to get from this course? Over 14 lectures and 1 hour of content! Evaluate ANY Ch and develop a working social media strategy Create social media messages that work and when appropriate - sell. Confidently approach content creation and never again experience "page fright" or not knowing what to write or say. What is the target audience? If you are trying to use social media to sell - this course will give you an edge and show you how to be more successful and why it works. If you are using social media to create communities and engaged groups of people, this course will show you why you need to approach messaging in a very different way than perhaps you thought. If you are simply trying to use social media more effectively ... this course is for you. This course is NOT about teaching you tactics to trick Twitter or Facebook or any particular platform. It's not a TACTICS course ... it teaches you STRATEGY and HOW TO THINK ABOUT SOCIAL MEDIA so that it works for you! DOWNLOAD http://rapidgator.net/file/f060e5a679e29b6a8cc40a9392602f0b/7Social.part1.rar.html http://rapidgator.net/file/a9905e4c551302a144b10f003be7a7be/7Social.part2.rar.html http://rapidgator.net/file/5293b40c6afc5fc0e10047935d493d16/7Social.part3.rar.html http://rapidgator.net/file/a601ac949be03f3d52e6ffbbfaab47f6/7Social.part4.rar.html http://rapidgator.net/file/83d6714be4df539cb0bcc2bab2441c0e/7Social.part5.rar.html http://uploaded.net/file/9mhh2xb9/7Social.part1.rar http://uploaded.net/file/rs0469eb/7Social.part2.rar http://uploaded.net/file/aocn6gpi/7Social.part3.rar http://uploaded.net/file/lp5h8tub/7Social.part4.rar http://uploaded.net/file/t7quxai5/7Social.part5.rar http://www.uploadable.ch/file/yGhtb66Q9cRy/7Social.part1.rar http://www.uploadable.ch/file/4gZEvkXv464A/7Social.part2.rar http://www.uploadable.ch/file/Pd7nwsJHsntk/7Social.part3.rar http://www.uploadable.ch/file/qpwsqcPxVYgr/7Social.part4.rar http://www.uploadable.ch/file/NjUZQN3KgFFN/7Social.part5.rar http://www.hitfile.net/4z4R/7Social.part1.rar.html http://www.hitfile.net/4z9b/7Social.part2.rar.html http://www.hitfile.net/4zB3/7Social.part3.rar.html http://www.hitfile.net/4z9U/7Social.part4.rar.html http://www.hitfile.net/4z5Y/7Social.part5.rar.html

The Lo Guard & Matrix Passing 4 DVD Set by Leandro Lo English | 4x40 min | MP4 | 704 x 480 | XviD ~1200 Kbps | 29.970 fps AAC | 155 kbps | 48.0 KHz | 2 Ch | 1.5 Gb Genre: eLearning, Martial Arts, Jiu Jitsu Regarded as one of the most aggressive guard passers in Jiu Jitsu, World Champion Leandro Lo has released his 4 DVD set on his complex guard passing techniques: The Lo Guard and Matrix Passing! This set isn't for the light hearted, it's full of advanced techniques Leandro has used to cliMb to the top and capture his World titles. Learn how to get past the toughest guards such as: 50/50, X Guard, Worm Guard and more! Disc 1 - Run Time: 39 Minutes Spider/DLR/ Single X Sweep *He used in the finals against Langhi - 2013 Technical Stand-up from single X guard Back Take from single X guard Single X foot lock sweep *He used in the quarter-finals against Vitor Silverio Double leg sweep Back Take from guard pull Sweep from guard pull Half Scissor sweep Leg drag defense with technical stand-up *He used against Otvio Souza Worlds 2014 X Guard to technical stand-up Double leg sweep variation Same as position 11 ( Double leg sweep variation ) but fast Collar drag / variations X guard/ technical stand-up sweep Back Take Disc 2 - Run Time: 42 Minutes 1A- Toreando 1B - Details about toreando grips (1A and 1B go together) Toreando variation / opponent holding the leg Jumping X guard pass Spider guard pass Back step pass from spider Cross face smash Lasso Pass Lasso Pass variation 1 Lasso Pass variation 2 Lasso Pass variation 3 X guard X guard pass variation 7 point guard pass from single X 50/50 Pass 50/50 foot on biceps pass 50/50 clock pass Disc 3 - Run Time: 39 Minutes DLR Pass DLR Pass variation Knee slice with under hook Switch hip pass Knee slice with cross face pass Knee smash on DLR DLR stack pass Deep DLR Pass Knee shield / Pass Shin on shin pass with variations Shin on shin pass with back step Deep half pass Deep half lapel Disc 4 - Run Time: 34 Minutes Worm guard pass Inverted Dela Worm pass Cross choke from half with 2 variations Kimura from inverted top half DLR arm lock Omoplata escape Foot lock escape Knee bar escape Monoplata/arm lock Drills DOWNLOAD http://rapidgator.net/file/8f3a7f5f8b0b96894ac22bb484c980e0/Lo_Guard.part1.rar.html http://rapidgator.net/file/78c41cccc5000a5e8ca7efe2e3ba80a2/Lo_Guard.part2.rar.html http://rapidgator.net/file/05fbe8d5a658b13e32ad2a9ea1c12d50/Lo_Guard.part3.rar.html http://rapidgator.net/file/0a25d04dc8d32fb171e60e6b7d3c3a6a/Lo_Guard.part4.rar.html http://rapidgator.net/file/d59e3c7fd47e64f9b7d788b88fe5067e/Lo_Guard.part5.rar.html http://rapidgator.net/file/e0c3077d9f418516c8cd59ecb1925ce5/Lo_Guard.part6.rar.html http://rapidgator.net/file/0339db642e7edaebff53b9a85fd78021/Lo_Guard.part7.rar.html http://uploaded.net/file/v91rrsd0/Lo_Guard.part1.rar http://uploaded.net/file/sga6n2nf/Lo_Guard.part2.rar http://uploaded.net/file/1ok47lj1/Lo_Guard.part3.rar http://uploaded.net/file/m0vfgkd3/Lo_Guard.part4.rar http://uploaded.net/file/0uv5hnee/Lo_Guard.part5.rar http://uploaded.net/file/atgmebt7/Lo_Guard.part6.rar http://uploaded.net/file/vzueqekc/Lo_Guard.part7.rar http://www.uploadable.ch/file/4eFBxdeGaYCF/Lo_Guard.part1.rar http://www.uploadable.ch/file/gvt4Gz2MNgMq/Lo_Guard.part2.rar http://www.uploadable.ch/file/SxB9qhdv5fFU/Lo_Guard.part3.rar http://www.uploadable.ch/file/aaXkuT5C4Pkg/Lo_Guard.part4.rar http://www.uploadable.ch/file/TzfDCj29n388/Lo_Guard.part5.rar http://www.uploadable.ch/file/YGPhGj7ADnap/Lo_Guard.part6.rar http://www.uploadable.ch/file/ezrfURJT5wwp/Lo_Guard.part7.rar http://www.hitfile.net/47sD/Lo_Guard.part1.rar.html http://www.hitfile.net/47ve/Lo_Guard.part2.rar.html http://www.hitfile.net/47xm/Lo_Guard.part3.rar.html http://www.hitfile.net/47va/Lo_Guard.part4.rar.html http://www.hitfile.net/47xf/Lo_Guard.part5.rar.html http://www.hitfile.net/47w5/Lo_Guard.part6.rar.html http://www.hitfile.net/47yD/Lo_Guard.part7.rar.html

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Srikumar Rao - The Happiness Matrix: Creativity & Personal Mastery .AVI, XviD, 1191 kbps, 640x360 | English, MP3, 128 kbps, 2 Ch | 2 hrs 3 mins | 1.18 GB Genre: Mindset/Self-Improvement Based on the popular program, "Creativity and Personal Mastery", taught at Columbia Business School, Kellogg School of Management, Berkeley's Haas and London Business Schools, by acclaimed author and Professor Srikumar Rao, The Happiness Matrix is a 2-hour personal growth documentary, manifesting, in a practical, authentic and engaging manner, a powerful thought process that anyone can use to dramatically transform their lives and that of others. Prof. Srikumar Rao has developed a life-changing program which is praised by major media and beloved by an active and ever growing community. He has written "Are you Ready to Succeed?" and "Happiness at Work". Prof. Rao's program has helped many people change their lives. Professor Rao's course has been implemented by some of the world's top-ranking business schools to show parti[beeep]nts how to discover their unique purpose, find deep meaning and adapt to a new take on happiness. Sourced from wisdom traditions, Dr. Rao's teachings convey, in his own words, unconventional strategies for achieving personal mastery in business and life, which inspired the creation of our film, The Happiness Matrix. Recently, we have seen several inspiring DVDs presenting various philosophies, ideas and "laws" on "spirituality" and abundance, but frustrated by the lack of logic and a practical hands-on approach to personal growth, our search led to the discovery of Dr. Rao's work. The teachings have helped us avoid jumping to negative conclusions, find and pursue our life's purpose with resilience and learn how to turn "problems" into opportunities. We are proud to have produced a film that shows us how to improve the quality of life and how to restructure our mindsets to fulfill our dreams. We believe that Prof. Rao has a genuine approach to these universal desires. We are confident that The Happiness Matrix DVD will have a life-time impact on you and hope that you will embrace THM with as much enthusiasm as we have. More Info _http://www.thehappinessmatrix.com/index.html Download From Uploaded http://uploaded.net/file/jf6pfvak/xidau123_Hapinessmatrix.part1.rar http://uploaded.net/file/9ns9t0mx/xidau123_Hapinessmatrix.part2.rar http://uploaded.net/file/vaug6k81/xidau123_Hapinessmatrix.part3.rar Download From NitroFlare http://www.nitroflare.com/view/F74E79210202FF8/xidau123_Hapinessmatrix.part1.rar http://www.nitroflare.com/view/06057D1CEF346E4/xidau123_Hapinessmatrix.part2.rar http://www.nitroflare.com/view/3E8E81BB7AABF30/xidau123_Hapinessmatrix.part3.rar Download From Rapidgator http://rapidgator.net/file/5837b93e5441ae24a049c2d34d87c4fd/xidau123_Hapinessmatrix.part1.rar.html http://rapidgator.net/file/3971eb9472bf23395107b25422b3bc60/xidau123_Hapinessmatrix.part2.rar.html http://rapidgator.net/file/c385c887da750a5a0d37d7e1bd910286/xidau123_Hapinessmatrix.part3.rar.html

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