Statistics for Data Science | Probability and Statistics | Statistics Tutorial | Ph.D. (Stanford)




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🔥 Get the certificate of completion for the course, for Free: https://glacad.me/GLA_stats_datascience 🔥

More full courses from Dr Sarkar Ph.D. Stanford: https://www.youtube.com/watch?v=FPM6it4v8MY

Data Science is the hottest job of the 21st century with an average salary of 120k dollars per year.
Now, if you want to foray into the world of data science, you need to have good command over statistics, as it forms the base of all the data science concepts.

Visit Great Learning Academy, to get access to 80+ free courses with 1000+ hours of content on Data Science, Data Analytics, Artificial Intelligence, Big Data, Cloud, Management, Cybersecurity, and many more. These are supplemented with free projects, assignments, datasets, quizzes. You can earn a certificate of completion at the end of the course for free. https://glacad.me/3duVMLE

Get the free Great Learning App for a seamless experience, enroll for free courses, and watch them offline by downloading them. https://glacad.me/3cSKlNl

So, keeping the importance of statistics in mind, we have come up with this comprehensive course by Dr.Abhinanda Sarkar.

This “Statistics for Data Science” Full course by Great Learning would help you to comprehensively learn all the basic and advanced topics in Statistics.

This course will be taught by Dr.Abhinanda Sarkar, Academic Director – Great Learning who has his Ph.D. in Statistics from Stanford University. He has taught applied mathematics at the Massachusetts Institute of Technology (MIT); been on the research staff at IBM; led Quality, Engineering Development, and Analytics functions at General Electric (GE); and has co-founded OmiX Labs.

These are the topics covered in this full course:
Introduction – 0:00
1. Statistics vs Machine Learning – 2:22
2. Types of Statistics [Descriptive, Prescriptive and Predictive] – 9:05
3. Types of Data – 1:50:45
4. Correlation – 2:46:02
5. Covariance – 2:52:33
6. Introduction to Probability – 4:26:55
7. Conditional Probability with Baye’s Theorem – 5:24:00
8. Binomial Distribution – 6:17:01
9. Poisson Distribution – 6:36:02
——————————————————————————————————————

Here are the links for our other full course videos:

Probability and Statistics Full Course: https://www.youtube.com/watch?v=z9siRCCElls

Machine Learning with Python: https://www.youtube.com/watch?v=RnFGwxJwx-0&t=287s

Hadoop Full Course: https://www.youtube.com/watch?v=JK2MdJAWEGc

Time series analysis: https://www.youtube.com/watch?v=FPM6it4v8MY&t=8209s

Tableau Training for Beginners: https://www.youtube.com/watch?v=6mBtTNggkUk&t=994s

Python for Data Science: https://www.youtube.com/watch?v=edvg4eHi_Mw&t=17669s

Artificial Intelligence Tutorial: https://www.youtube.com/watch?v=opgTF9Yf3Dk&t=729s

Source


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Comment List

  • Great Learning
    January 7, 2021

    Get the certificate of completion for the course, for Free: https://glacad.me/GLA_stats_datascience
    Also to access the datasets, projects, assessments and codes, register on Great Learning Academy.
    You can also enroll for any of our 80+ courses offering 1000+ hours of content for free.

  • Great Learning
    January 7, 2021

    This is gold 🥇 thank you for sharing it.

  • Great Learning
    January 7, 2021

    Thank Your great learning team for this video

  • Great Learning
    January 7, 2021

    Nice video letchure All things he is saying are relatable

  • Great Learning
    January 7, 2021

    Does anyone know the book he was referring to at 56:00 ??

  • Great Learning
    January 7, 2021

    where we can find jyputer notebooks mentioned in the course

  • Great Learning
    January 7, 2021

    Please don't take down these precious videos!

    ….at least, let these remain on YouTube for a year!

    Thank you so much for these

  • Great Learning
    January 7, 2021

    Is there any one who can tell me the name of book he showed in first part of the video

  • Great Learning
    January 7, 2021
  • Great Learning
    January 7, 2021

    You look like ssr

  • Great Learning
    January 7, 2021

    Just started. content is interesting and the teacher is wonderful. One major technical issue is that the subtitle is wrong and misleading so many times because the pronunciation is not picked up properly. Please re do it and revalidate the tool used. This will really help people inside and outside India .

  • Great Learning
    January 7, 2021

    A research found that 69% of students who receive a bachelor’s degree in computer science are

    males. Suppose that we randomly selected 8 students with a bachelor’s degree in

    computer science and giving that X is a random variable that represents the number of females
    with a bachelor’s degree in computer science.
    what will be the type and what parameters and shape of the distribution of X

    (e.g. symmetric, right-skewed, ..)

    Find the mean and the standard deviation of the distribution?

  • Great Learning
    January 7, 2021

    Blessed to be taught by him during our great lakes session

  • Great Learning
    January 7, 2021

    Great and motivated content towards statistics. Thank you very much for this video course. Please send book purchase link that shown by sir!

  • Great Learning
    January 7, 2021

    Thank you great learnings.

  • Great Learning
    January 7, 2021

    We are many thanks to Great learning to provide us with a great learning platform, During this Covid timing …

  • Great Learning
    January 7, 2021

    Very engaging lecture.Kudos

  • Great Learning
    January 7, 2021

    very proficient in subject

  • Great Learning
    January 7, 2021

    Why would anyone need a PhD from Stanford to teach you something as simple as this one. Even a high school math student could easily understand by self learning.

  • Great Learning
    January 7, 2021

    Doubt Solvings :
    At 1:45:59 the age vs age graph which is not ploting linear line is because it is age vs age count graph. A histogram.

  • Great Learning
    January 7, 2021

    Fantastic course! For those who have a fear factor of stats and probability, this course will certainly will help allay those fears. Dr. Sarkar focused on concepts with perfect analogies which helps understand the subject better. Thank you Dr. Sarkar.

  • Great Learning
    January 7, 2021

    At my university we went through all of this in 1 hour. :/

  • Great Learning
    January 7, 2021

    सरकार sir की मुछे जबरदस्त है।

  • Great Learning
    January 7, 2021

    its a blessing to see such a teacher, wish I had enough money to get enrolled in this institute

  • Great Learning
    January 7, 2021

    1:40:00 around. Actually by making it easy, Microsift dumbs us down.

    Take for example reading CSV files. THey are different and many smartphones won't open it because it isn't a proper excel file (xls or xlsx).

    For instance, many banks and financial companies. When they say "download in excel", effectively it's download in csv.

    AP

  • Great Learning
    January 7, 2021

    Can you tell me
    In this vid all statistic cover to enough to become data scientist?

  • Great Learning
    January 7, 2021

    I wish i could have this teacher in my primary school. Now at the age of 40 I am learning statistics good.

  • Great Learning
    January 7, 2021

    Knowledge, passion and Intellect of Dr. Sarkar is clearly reflected in this workshop.
    What a wonderful way of teaching !
    I loved the content of the course as well.Crisp and to the point.
    I'm glad that I decided to pursue this course.

  • Great Learning
    January 7, 2021

    What's the name of the book?

  • Great Learning
    January 7, 2021

    Get ready for Jesus return

  • Great Learning
    January 7, 2021

    got news for the House of cards is going to fall you can't keep putting money that's why it's going over to our economic reset we've already picked Bitcoin in America this is agenda 21 New world order

  • Great Learning
    January 7, 2021

    can you please write the steps of the sloution
    for example:
    analyze > descriptive statistics >explore

    Question No 1:

    The data given below represents the scores of 10 students in a final examination. Create SPSS data file and for variable Scores use visual binning and recode into different variable to create classes for the data giving code "I" to scores between 75 – 100, code 2 to scores between 61 – 75, code 3 to scores between 41 – 60 and code 4 to scores between 0 – 40.

    Find the frequency tables for new
    variables. (Save your input and output file).

    Final examination scores of 10 students

    Sr no. Scores
    1 58
    2 86
    3. 74
    4 60
    5 35
    6 70
    7 69
    8 55
    9 42
    10 37

  • Great Learning
    January 7, 2021

    Thanks a lot professor .

  • Great Learning
    January 7, 2021

    Median : "Age of the avg person."

    Mean : "Avg age of a person"

  • Great Learning
    January 7, 2021

    A good teacher is a worthy citizen of this world,best creator. Excellent.

  • Great Learning
    January 7, 2021

    This is the best lecture on statistics.

  • Great Learning
    January 7, 2021

    Starting this today! Thank you so much for making this available. The professor is a fantastic teacher!

  • Great Learning
    January 7, 2021

    Status x

  • Great Learning
    January 7, 2021

    I have no prior knowledge of statistics. Is it from basics to advanced?

  • Great Learning
    January 7, 2021

    Great learning is always Great Learning…

  • Great Learning
    January 7, 2021

    Dear Sir,

    I'm a student of statistics. I fell some confusing about which field (Bioinformatics or Data Science) should I choose after completing my graduation in statistics.

    Please give me some suggestion about these.

    I have no problem to go any field. I like statistics and R programming.

  • Great Learning
    January 7, 2021

    Sir, you are a magical person who can make lots of difference in the learning process of an Actuator

  • Great Learning
    January 7, 2021

    Sir Stochastic Models and Applications vs random processes subject which is the best elective .how to choose any one

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