Learn Data Science Tutorial – Full Course for Beginners
Learn Data Science is this full tutorial course for absolute beginners. Data science is considered the “sexiest job of the 21st century.” You’ll learn the important elements of data science. You’ll be introduced to the principles, practices, and tools that make data science the powerful medium for critical insight in business and research. You’ll have a solid foundation for future learning and applications in your work. With data science, you can do what you want to do, and do it better. This course covers the foundations of data science, data sourcing, coding, mathematics, and statistics.
💻 Course created by Barton Poulson from datalab.cc.
🔗 Check out the datalab.cc YouTube channel: https://www.youtube.com/user/datalabcc
🔗 Watch more free data science courses at http://datalab.cc/
⭐️ Course Contents ⭐️
⌨️ Part 1: Data Science: An Introduction: Foundations of Data Science
– Welcome (1.1)
– Demand for Data Science (2.1)
– The Data Science Venn Diagram (2.2)
– The Data Science Pathway (2.3)
– Roles in Data Science (2.4)
– Teams in Data Science (2.5)
– Big Data (3.1)
– Coding (3.2)
– Statistics (3.3)
– Business Intelligence (3.4)
– Do No Harm (4.1)
– Methods Overview (5.1)
– Sourcing Overview (5.2)
– Coding Overview (5.3)
– Math Overview (5.4)
– Statistics Overview (5.5)
– Machine Learning Overview (5.6)
– Interpretability (6.1)
– Actionable Insights (6.2)
– Presentation Graphics (6.3)
– Reproducible Research (6.4)
– Next Steps (7.1)
⌨️ Part 2: Data Sourcing: Foundations of Data Science (1:39:46)
– Welcome (1.1)
– Metrics (2.1)
– Accuracy (2.2)
– Social Context of Measurement (2.3)
– Existing Data (3.1)
– APIs (3.2)
– Scraping (3.3)
– New Data (4.1)
– Interviews (4.2)
– Surveys (4.3)
– Card Sorting (4.4)
– Lab Experiments (4.5)
– A/B Testing (4.6)
– Next Steps (5.1)
⌨️ Part 3: Coding (2:32:42)
– Welcome (1.1)
– Spreadsheets (2.1)
– Tableau Public (2.2)
– SPSS (2.3)
– JASP (2.4)
– Other Software (2.5)
– HTML (3.1)
– XML (3.2)
– JSON (3.3)
– R (4.1)
– Python (4.2)
– SQL (4.3)
– C, C++, & Java (4.4)
– Bash (4.5)
– Regex (5.1)
– Next Steps (6.1)
⌨️ Part 4: Mathematics (4:01:09)
– Welcome (1.1)
– Elementary Algebra (2.1)
– Linear Algebra (2.2)
– Systems of Linear Equations (2.3)
– Calculus (2.4)
– Calculus & Optimization (2.5)
– Big O (3.1)
– Probability (3.2)
⌨️ Part 5: Statistics (4:44:03)
– Welcome (1.1)
– Exploration Overview (2.1)
– Exploratory Graphics (2.2)
– Exploratory Statistics (2.3)
– Descriptive Statistics (2.4)
– Inferential Statistics (3.1)
– Hypothesis Testing (3.2)
– Estimation (3.3)
– Estimators (4.1)
– Measures of Fit (4.2)
– Feature Selection (4.3)
– Problems in Modeling (4.4)
– Model Validation (4.5)
– DIY (4.6)
– Next Step (5.1)
—
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24 Comments
Ksrawi Ksrawi
May 10, 2022 16:54 pmعاش الملك سيدي محمد السادس ملكنا وولي امرنا حييب ألملايين ملك المغرب وسلطان أفريقيا اللهم احفظه ووفقه وبارك وانصره وسدد خطاه الله يبارك في عمر سيدي السمع والطاعة ❤️ Instagramيحياالملك يحيا الوطن شعارنا الخالد الله الوطن الملك الصحراء مغربية وستبقى مغربية إلى أن يرث الله الأرض ومن عليها ❤️https://youtu.be/oFimOHrMAHY
Fernando Joel Cortés Mendoza
May 10, 2022 16:54 pm1:00:00 Math is to Data science as
MOFFIN NJOROGE
May 10, 2022 16:54 pmWhere do i get the course files?
Prasad D Wilagama
May 10, 2022 16:54 pmhttps://youtu.be/3-mqZPTDVWI?list=PLrxyF-Iac4G7edp2Ig8ITo3RrLUWE9U3p
Dawit Haile
May 10, 2022 16:54 pm1.37
mehdi smaeili
May 10, 2022 16:54 pmThis is very amazing tutorial……..
Damien Hackney
May 10, 2022 16:54 pmBarton Poulson: best data science educator on the internet!
Tunji Adeleke
May 10, 2022 16:54 pmThanks for this effort. Just about to start watching but I want to know if I can use the knowledge and skills acquired here to practice as an entry level data scientist. Also, Is there any recognized data science certification exam I have to write to get to the top of my field?
Thanks in anticipation of a kind resposne.
Abbas R.
May 10, 2022 16:54 pmThis lecture is 5 years old created in 2016, just uploaded in 2021.
Kel Zirod
May 10, 2022 16:54 pmCan I implement Data Science to Cyber Security?
Raymond Seger
May 10, 2022 16:54 pmOverpaid table-data scrambler & "how to lie with statistic" guy / presentation pretty girl.
Our growth is 500% this month. How many actual users? uhm…. 10 new users!
or
Our growth is 1 new million users! how many actual non-robot users? uhm… 100!
Raymond Seger
May 10, 2022 16:54 pmi f-ing LOVE science
abhisheknandiable
May 10, 2022 16:54 pmI rarely comment on youtube but Mr Barton Poulson, can't thank you enough for this course. It is so addictive that I can go over the course in loop. Highly recommended for anyone irrespective of their technical acumen.
Henok Ghebremikael
May 10, 2022 16:54 pmIt is good
khankhel academy
May 10, 2022 16:54 pmWonderful! Incredible Explanation!
Conde Pátula
May 10, 2022 16:54 pmI can't zoom in the console. I press cntrl+shift+2 and it doesn't work. Why can't I get anything right. That's the kind of thing that makes me give up. I cannot fucking do a simple instruction. Im lost, I'll never be anything in life.
Konstantinos Tsekmeres
May 10, 2022 16:54 pmJust WOW! This is university level material. Impressive tutorial.
Atrin Emady
May 10, 2022 16:54 pmI finished this course😴way to go me😎very informative,recommenced to whoever wansta get a grasp of this field or where to start,good luck everyone
pinky v
May 10, 2022 16:54 pmIs this full course
Ismail shah
May 10, 2022 16:54 pmNice
Anita Paul
May 10, 2022 16:54 pmThankyou so much
Gia
May 10, 2022 16:54 pmThank you or this amazing source of knowledge!
sana etemadi
May 10, 2022 16:54 pmThere is a syncing problem in subtitle in 2:18:21
Sami Syed
May 10, 2022 16:54 pmhi, I'm looking for a partner to learn data Science, can any one assist me, I'm a beginner and i aspire to work as Data Scientist / in AI. i am Sami from Mumbai