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Free Download Math 0-1 Probability for Data Science & Machine Learning Published 9/2024 Created by Lazy Programmer Team,Lazy Programmer Inc. MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Genre: eLearning | Language: English | Duration: 94 Lectures ( 17h 30m ) | Size: 7.62 GB A Casual Guide for Artificial Intelligence, Deep Learning, and Python Programmers What you'll learn: Conditional probability, Independence, and Bayes' Rule Use of Venn diagrams and probability trees to visualize probability problems Discrete random variables and distributions: Bernoulli, categorical, binomial, geometric, Poisson Continuous random variables and distributions: uniform, exponential, normal (Gaussian), Laplace, Gamma, Beta Cumulative distribution functions (CDFs), probability mass functions (PMFs), probability density functions (PDFs) Joint, marginal, and conditional distributions Multivariate distributions, random vectors Functions of random variables, sums of random variables, convolution Expected values, expectation, mean, and variance Skewness, kurtosis, and moments Covariance and correlation, covariance matrix, correlation matrix Moment generating functions (MGF) and characteristic functions Key inequalities like Markov, Chebyshev, Cauchy-Schwartz, Jensen Convergence in probability, convergence in distribution, almost sure convergence Law of large numbers and the Central Limit Theorem (CLT) Applications of probability in machine learning, data science, and reinforcement learning Requirements: College / University-level Calculus (for most parts of the course) College / University-level Linear Algebra (for some parts of the course) Description: Common scenario: You try to get into machine learning and data science, but there's SO MUCH MATH.Either you never studied this math, or you studied it so long ago you've forgotten it all.What do you do?Well my friends, that is why I created this course.Probability is one of the most important math prerequisites for data science and machine learning. It's required to understand essentially everything we do, from the latest LLMs like ChatGPT, to diffusion models like Stable Diffusion and Midjourney, to statistics (what I like to call "probability part 2").Markov chains, an important concept in probability, form the basis of popular models like the Hidden Markov Model (with applications in speech recognition, DNA analysis, and stock trading) and the Markov Decision Process or MDP (the basis for Reinforcement Learning).Machine learning (statistical learning) itself has a probabilistic foundation. Specific models, like Linear Regression, K-Means Clustering, Prin[beeep]l Components Analysis, and Neural Networks, all make use of probability.In short, probability cannot be avoided!If you want to do machine learning beyond just copying library code from blogs and tutorials, you must know probability.This course will cover everything that you'd learn (and maybe a bit more) in an undergraduate-level probability class. 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This course will provide you with a deep understanding of probability so that you can apply it correctly and effectively in data science, machine learning, and beyond.Are you ready?Let's go!Suggested prerequisites:Differential calculus, integral calculus, and vector calculusLinear algebraGeneral comfort with university/collegelevel mathematics Who this course is for: Python developers and software developers curious about Data Science Professionals interested in Machine Learning and Data Science but haven't studied college-level math Students interested in ML and AI but find they can't keep up with the math Former STEM students who want to brush up on probability before learning about artificial intelligence Homepage https://www.udemy.com/course/probability-data-science-machine-learning/ Rapidgator https://rg.to/file/32b6b9086c50a019fba6df0e902c5fbc/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part5.rar.html https://rg.to/file/41154f19b9beb47677595b4c02d06ef0/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part4.rar.html https://rg.to/file/7b80052282597412fce1092da6ad6e5b/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part3.rar.html https://rg.to/file/8029dad93bccbf17819b32d783cedeb6/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part8.rar.html https://rg.to/file/afc6d03ec267b0c96440630d43977338/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part7.rar.html https://rg.to/file/b02a8e41004d037ba1af051f7e6ddeec/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part1.rar.html https://rg.to/file/df9764881658d8feef6afd16c2e33f18/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part2.rar.html https://rg.to/file/e33ef1f15da383173e5f374d6c05ddf4/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part6.rar.html Fikper Free Download https://fikper.com/8XlFT98L5F/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part2.rar.html https://fikper.com/AbcgkDYJ3P/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part4.rar.html https://fikper.com/FXMd2RPwEt/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part7.rar.html https://fikper.com/HAFsth9Luc/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part1.rar.html https://fikper.com/MW8cOocvWR/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part5.rar.html https://fikper.com/Pg9pHKbIHN/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part6.rar.html https://fikper.com/Y8W4uDUZb8/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part8.rar.html https://fikper.com/pS1ivjLw3K/nmmkg.Math.01.Probability.for.Data.Science..Machine.Learning.part3.rar.html No Password - Links are Interchangeable

Free Download Math Mind: The Simple Path to Loving Math (Audiobook) English | ASIN: B0CPTDWMC9 | 2024 | 5 hours and 36 minutes | M4B@128 kbps | 310 MB Author: Shalinee Sharma Narrator: Shalinee Sharma Bust the math myths that are holding you and your kids back and learn the importance of numeracy with this one-of-a-kind resource for parents, educators, and policymakers. Shalinee Sharma is one of the world's top experts on math learning, but when she was in school, she sat in the back row, unsure if she could ever master the subject. Many of us buy into the idea that some people are innately good at math and others just won't ever succeed at it-but it's not true, and numeracy is as important as literacy when it comes to opening doors in life. Sharma shows how complex problem solving and puzzle solving, abstract and logical thinking, developing fluency with numbers, and cultivating persistence in math are crucial skills for success that can be taught to everyone and how math, far from being a dry, dull exercise, shares common ground with art and creativity. She also debunks the myths that prevent us from learning and enjoying math, with chapters dedicated to the three roadblocks that discourage adults and kids from learning. With instructive line drawings throughout, Sharma explains the math instinct that all humans have from birth, and better, more intuitive ways to solve math problems that are both rigorous and accessible. For anyone who has ever thought you're "bad at math" but wants to get good-for your children and for yourself-Math Mind contains the guidance, takeaways, and specific approaches you need to learn to love numbers. Rapidgator https://rg.to/file/0df73a35e3377aa92db688e2edbf4216/v0br1.Math.Mind.The.Simple.Path.to.Loving.Math.Audiobook.rar.html Fikper Free Download https://fikper.com/QwG4RtfDA1/v0br1.Math.Mind.The.Simple.Path.to.Loving.Math.Audiobook.rar.html Links are Interchangeable - No Password - Single Extraction

Free Download Why Machines Learn: The Elegant Math Behind Modern AI (Audiobook) English | ASIN: B0CGRXHS6W | 2024 | 13 hours and 30 minutes | M4B@64 kbps | 394 MB Author: Anil Ananthaswamy Narrator: Rene Ruiz A rich, narrative explanation of the mathematics that has brought us machine learning and the ongoing explosion of artificial intelligence. Machine learning systems are making life-altering decisions for us: approving mortgage loans, determining whether a tumor is cancerous, or deciding whether someone gets bail. They now influence developments and discoveries in chemistry, biology, and physics-the study of genomes, extra-solar planets, even the intricacies of quantum systems. And all this before large language models such as ChatGPT came on the scene. We are living through a revolution in machine learning-powered AI that shows no signs of slowing down. This technology is based on relatively simple mathematical ideas, some of which go back centuries, including linear algebra and calculus, the stuff of seventeenth and eighteenth-century mathematics. It took the birth and advancement of computer science and the kindling of 1990s computer chips designed for video games to ignite the explosion of AI that we see today. In this enlightening book, Anil Ananthaswamy explains the fundamental math behind machine learning, while suggesting intriguing links between artificial and natural intelligence. Might the same math underpin them both? As Ananthaswamy resonantly concludes, to make safe and effective use of artificial intelligence, we need to understand its profound capabilities and limitations, the clues to which lie in the math that makes machine learning possible. Rapidgator https://rg.to/file/8a254f97eb8be08032e99790b3ab9af6/wm3h1.rar.html Fikper Free Download https://fikper.com/A8up9qRZTd/wm3h1.rar.html Links are Interchangeable - No Password - Single Extraction

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Mental Math Tricks To Become A Human Calculator MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 2 Hours | Lec: 19 | 219 MB Genre: eLearning | Language: English The Only System To Do Math In Your Head Faster Than A Calculator Which Will Make Mental Math Your New Superpower The Only System To Do Math In Your Head Faster Than A Calculator Which Will Make Mental Math Your New Superpower Learn Mental Math Tricks To Become A Human Calculator Now You Can Use Simple Mental Math Tricks To Do Math Faster Than a Calculator Effortlessly In Your Head, Even If You Have No Aptitude For Math & Hate Math to Begin With. You don't have to buy this course - Listen, just read this page (or better watch the free video) until the very end and you will learn 3 things that will change the way you do math forever. And you will immediately improve your mental calculation speed from what it is now, without writing anything down, without doing anything you have been taught in school & without having sweaty palms and butterflies in your stomach. Warning: I am revealing these secrets only to the first batch of students and plan to put these math tricks back inside the course for the later batch of students. So if you come back later, you might no longer be able to get this for free. So absorb this page completely until the very end while you still can. Deal? Don't Just Look Like A Genius - Be One. Walk with me for a moment as we imagine you waking up tomorrow being able to do lightning fast math in your head. Your family and friends are going to look at you like you are some kind of a genius. Since calculations are done in your head, you would have acquired better memory habits in the process, and your concentration and your ability to think quickly would have also improved. So you will not just look like a genius. You will actually be one. You know what the best part is? Within the next 7 days, you will start thinking like a genius. This will in turn start to positively influence other areas of your life. First, I must tell you why we find it so difficult to do math in our head. School Taught You The Wrong Way To Do Math We use so much of our working memory when we do math the way we have been taught in school. Working memory is the short term memory required for you to complete a task. Think of it like the RAM of your computer. Doing math in our head the way we have been taught in school, overloads our working memory, slowing down our brain like an over loaded computer. We end up struggling with even the basic math skills we have otherwise mastered. Stop Doing Math The Way You Have Been Taught In School The way you have been taught math in school is what slows you down, I will show you what I mean with an example: Try to multiply the 73201 x 3. 1 x 3 = 0 x 3 = 2 x 3 = 3 x 3 = 7 x 3 = This is an easy multiplication problem and in fact it would only take most people seconds to multiply the individual numbers. However to get the final answer, you need to remember every single digit you calculated so far to put them together. You might even end up multiplying again because you forgot one of the numbers. So it might take quite a bit of effort to get the answer of the multiplication. Mental math will become a whole lot easier if you didn't have to use so much of your working memory. In school, we have been taught to write down the numbers on a paper to free up working memory. But there is another way, and I will show you that in a moment. Imagine when we tried to multiply 73201 x 3, if you could have come up with the answer in the time it took you to multiply the individual numbers. Wouldn't you have solve the problem faster than the time it takes you to punch in the numbers inside a calculator? I will show you how to do that in a moment, so keep reading. A Weird Trick to Calculate Faster Before we get into the actual method of calculating in your head fast without writing anything down, I need to tell you about a weird trick that made me go from hating math to making math my full time job. When we try to do math, we sometimes have sweaty palms, feel nervous and find it hard to concentrate. This phenomenon is called math anxiety and it will only slow you down. Most of us suffer from math anxiety of various degrees. You might think you are anxious about math, because you are bad at it. But it's often the other way around. You are doing poorly in math, because you are anxious about it. Math anxiety decreases your working memory. Worrying about being able to solve a math problem, eats up working memory leaving less of it available to tackle the math itself. So you can struggle with even basic math skills like arithmetic that you have otherwise mastered. Your new math super power is not going to make you a super hero unless you relax. If you ever feel math anxiety, take a few deep breaths and you will actually be able to do the math faster. Use the knowledge about how your working memory works to create a mindset where you enjoy doing math. See math as a challenge that will expand the limits of your intelligence. Do this and you will increase your mental math calculation speed even further. Can you see yourself not only doing math fast but also enjoying yourself being a mental math super hero? Do The Opposite Of What You Have Been Taught In School Ok, remember what I told you earlier about how the way we have been taught math in school requires us to remember a lot of numbers? The secret of doing mental math fast in your head is to do the OPPOSITE of what you have been in taught in school. This is called the LR Method. Let me tell you, if you do not do this, any trick you can possibly learn to do mental math, will really be useless. This secret is like the rocket fuel for your mental math skill. Everything else just builds on top of this. This works so well because it frees your working memory almost completely. You will be using the absolute minimum amount of working memory. LR stands for Left to Right. The secret of doing mental math is to calculate from left to right instead of from right to left. This is the opposite of what you have been taught in school. Lets try to do the earlier example where we multiplied 73201 x 3. This time multiply from left to right, so we get 7 x 3 = 21 3 x 3 = 9 3 x 2 = 6 0 x 3 = 0 3 x 1 = 3 Notice that you started to call out the answer before you even finished the whole multiplication problem. You don't have to remember a thing to recall and use later. So you end up doing math a lot faster. In our example, we used a one digit multiplier 3. Imagine calculating with the same speed for more complex numbers like two and three digit multipliers eg (73201 x 38 or 73201 x 432). Imagine doing addition, subtraction and division with the same speed. Let me tell you that this is as ridiculously simple as multiplying using the LR method. You have two choices in front of you: Option 1 - You could use what you learnt about calculating from left to right and apply it to every math problem you solve in the future. It might not be very easy to figure out how to do this in every situation and you might find it confusing on your own. Which brings us to our savvy Option 2. Option 2 - This is the quickest, easiest and smartest way to do math in your head and it will change the way you do math forever. I have already done the work for you. Why start from scratch and try to reinvent the wheel, when there is already a proven and tested system you can immediately apply. A system that has been used by countless thousands of men and women across all ages to do math faster in their head than in a calculator. This is what the vast majority of people decided to do and its called Ofpad Mental Math Program. Introducing Ofpad Mental Math Program From The School Of Genius The Ofpad Mental Math Program is the only system to do math in your head faster than a calculator making math your new super power. These radically simple techniques for mental math will work for you, EVEN IF you hate math and are terrible at math to begin with or even if you have tried everything. No Pen & Paper Required - No Complicated Rules For Special Situations To save your time, and mine, let me be upfront and tell you what Ofpad Mental Math Program is NOT, before I tell you what it is... You will not find complicated rules that work for specific situations in this program. Instead you will learn broad concepts that you can apply to all types of arithmetic problems. You will not find math techniques that will require you to use a pen and paper. Replicate The Success Of Mental Math Geniuses Rather the mental math program is the product of analyzing the techniques used by over 27 mental math geniuses across the world from countries including Sweden, India and China. I uncovered these hidden patterns and unique (sometimes 'odd') tactics they use to do math with super human speed. What is remarkable about this system is it is so simple that even a child can do it. And now, starting TODAY, their success can be your success. The strategies of these math geniuses can NOW be duplicated easily by you, giving you the power of using math and numbers in life, as you enjoy an improved memory and a laser sharp concentration all while you calculate faster than you ever dreamed possible. Warning: This Course Is Not For Everyone There are some people I simply do not want to give a copy of this course to... and I mean NO offense. I just don't want you to waste your time and money. Fair? Ofpad mental math program is WRONG for you if you are looking for that "Magic Pill" that will make you a genius in seconds, something you already know will never ever work in practice. If that is what you want, then you need to leave this page right now. After you watch the videos in the program you will immediately start calculating in your head faster than before. However for the techniques to become second nature to you, you will have to do the practice exercises that come with the course. So don't think you can become a math genius without practice. Who This Course Is For The Ofpad Mental Math program isn't your fantasy land nonsense. It's the real deal, and it is only for folks like you who are really serious about improving their intelligence and who are willing to put in the time to practise and hone this new skill. While doing math in your head isn't "easy" (nothing worthwhile is), with the Ofpad Mental Math program I have made mental math as easy as it can get. So, if you're like most folks reading this, and you're 100% ready to learn the real secrets of doing mental math faster than a calculator, here's what you can expect: So, if you really want to: Make math and numbers more useful Develop better memory habits Increase concentration And do math in entirely in your head faster than a calculator Then Ofpad Mental Math Program isn't just "a" solution for you it's the ONLY solution for you! Here is What You Can Expect In Each Lesson: Lesson 1. Introduction To Mental Math - You will learn how the course is structured and will get a taste on how to do mental math by learning the age old trick to multiply by 11. Lesson 2. LR Addition & Subtraction - We will take the LR method we learnt and apply it to addition and subtraction. You will learn variation of the LR method in this module. Lesson 3. LR Multiplication - We take the LR method we learnt and take it to the next level. You can learn just this and nothing else and you will be calculating lightning fast. Lesson 4. Basic Multiplication - This lesson was added for completeness of the course, we will cover really large multiplication with smaller numbers from 3 to 12. Most students choose to use the LR Multiplication but this lesson is there for those who want more. Lesson 5. Squaring - You will learn how to square numbers quickly in this lesson. Lesson 6 & 7. Advanced Multiplication - LR Method is difficult for really large numbers. This is where this module comes in and we will cover multiplication with the Bridge & Vitruvian man method. Lesson 8. UT Method - Another technique to multiply really large and complex numbers quickly and efficiently. Lesson 9. FP Division - You can use this technique to divide numbers quickly in your head. This will take quite a bit of practice to truly master. Lesson 10. DS Checking - Finally you will learn how to check the answer of any arithmetic problem quickly with 99% accuracy. Bonus: Limited Time Bonus For Next Batch of Students Now, you're not just receiving Ofpad Mental Math Program today. For the next batch of students, I am giving away the weekly training material as an added bonus to practise after completing this course. This bonus will be priced at an additional $97 for the later batch of students, because that is the cost we have to bear to deliver it to our students. However I am giving this as a value added bonuses free of charge, just to help you master mental math after completing the course. You will only get this bonus if you join before we get enough students to close enrollments for next batch. Why The Price Is Just $95 The Ofpad Pad Mental Math Program sold by itself is valued at $297. Even without the bonus, it's a steal at that price. And, when you add in the bonuses, the retail value of Ofpad Mental Math Program is $297 + $97 = $394 However, only for the next batch of students, the price is dropped to $95. There are two reasons for this discount: First this is the first time I am offering this program online and we need enough students to get feedback and improve this course even further. Second, let me share my vision with you: it's a CAUSE I'm inviting you to join today. Not too long ago, I gave myself a goal: I dedicated myself to helping at least 1,000,000 men and women improve their own lives, by giving them the knowledge they need, to realize their life's full potential. So, I came to the decision that I need to let as many men and women into this cause as possible for the benefit of everyone. A cause I call: Awaken The Genius Within This course was created as a way to fund this cause and help make the cause more self-sustainable. The Good News? You are one of the first founding students. That means a MUCH lower price for you today...because frankly, I want you to join my cause, and I refuse to let finances stop you! 30 DAY - 100% Money Back - Triple Guarantee I know this might still be a large investment for you and I know it can be a bummer to waste money on something that does not work. So don't decide right now... Take advantage of my Unconditional "Triple Guarantee": Just try the Ofpad Mental Math Program for 30 days and If you are not calculating with the speed you expect at the end of 30 days OR If you do not start calculating faster in 48 hours after completing the program OR If you are not happy with the program for any other reason Just let me know and I will say thank you for trying and will refund every penny you invest in this program. No questions asked, no hassles, and no hard feelings. I have a feeling that is not going to happen. But I just want you to know that the option is there, so your investment today is going to be 100% risk free. Bad News: Price Will Go Up As Soon As We Have Enough Students Remember we are giving this at this ridiculous discount only to our founding students. Once we get enough students, the price will be moved closer to the actual value. So you risk coming back at a later date or even a few minutes from now to see the price go. 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Udemy - Speed Math Tricks and Techniques! MP4 | Video: 1280x720 | 69 kbps | 48 KHz | Duration: 2 Hours | 619 MB Genre: eLearning | Language: English Wish you knew the secrets of how to do quick mental math?This amazing course can help you achieve this goal and more. Learn tricks and techniques to drastically improve your number sense, remember long number sequences and mentally multiply numbers at lightening speed. Rid yourself of number phobia and learn to love and manipulate numbers with this tutorial suitable for all age groups. Develop better number sense - How to stop worrying and start loving numbers Learn a fast mental way to multiply large numbers, A cool way to check your results, mentally An amazing method for remembering numbers and much more. Discover Lesser Known but More Powerful Alternatives Multiplication is one of the pillars of Arithmetic. We multiply numbers when at work, in the classroom or even when thinking of life in general. 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