উন্মুক্ত শিক্ষার আসর &#8211; Open Education

Blog: http://sitestree.com, http://bangla.salearningschool.com

AI ML DS RL DL NN NLP Data Mining Optimization, ব্লগ । Blog

Tools : Regression: Data Science and Analytics:

June 19, 2019 Sayed

Online Multiple Linear Regression
http://www.xuru.org/rt/mlr.asp
---
How to Identify the Most Important Predictor Variables in Regression Models
https://blog.minitab.com/blog/adventures-in-statistics-2/how-to-identify-the-most-important-predictor-variables-in-regression-models
---
How to Interpret Regression Analysis Results: P-values and Coefficients
https://blog.minitab.com/blog/adventures-in-statistics-2/how-to-interpret-regression-analysis-results-p-values-and-coefficients
---
Why You Need to Check Your Residual Plots for Regression Analysis: Or, To Err is Human, To Err Randomly is Statistically Divine
https://blog.minitab.com/blog/adventures-in-statistics-2/why-you-need-to-check-your-residual-plots-for-regression-analysis
---

Multiple Linear Regressions Analysis
Good Part: You can do Residual Analysis
Cons: only 4 variables, and have to enter data manually
http://home.ubalt.edu/ntsbarsh/business-stat/otherapplets/MultRgression.htm

---
Minitab provides the tools you need to analyze data and find meaningful solutions to your toughest business problems.
http://www.minitab.com/en-us/products/minitab/
---
Doing in Excel
http://www.real-statistics.com/multiple-regression/multiple-regression-analysis/multiple-regression-analysis-excel/
--
Multiple Regression Analysis
http://www.real-statistics.com/multiple-regression/multiple-regression-analysis/
--
"Stata is the solution for your data science needs. Obtain and manipulate data. Explore. Visualize. Model. Make inferences. Collect your results into reproducible reports."
https://www.stata.com/
---

Sure, you can write Python/R code or Use SPSS, SAS, Matlab or similar
EXCEL: Access and Activating the Data Analysis Toolpack
http://cameron.econ.ucdavis.edu/excel/ex01access.html
--
"Control your data, extend your reach, improve your processes, grow your revenue"
http://www.statgraphics.com/
---
"Statistix 10Data analysis software for researchers"
https://www.statistix.com/
---
SYSTAT 13.2 – Powerful Statistical Analysis and Graphics Software
https://systatsoftware.com/products/systat/
---
Global No.1 Business Data Platform
https://www.statista.com/
---

Sayed Ahmed

Data Science, Analytics, and Prediction: Basic Knowledge:
https://www.kaggle.com/etakla/exploring-the-dataset-univariate-analysis
https://www.kaggle.com/etakla/exploring-the-dataset-bivariate-analysis
https://towardsdatascience.com/survival-analysis-part-a-70213df21c2e
https://lifelines.readthedocs.io/en/latest/
https://lifelines.readthedocs.io/en/latest/Survival%20Regression.html
https://www.statsdirect.com/help/survival_analysis/cox_regression.htm
https://courses.lumenlearning.com/suny-natural-resources-biometrics/chapter/chapter-7-correlation-and-simple-linear-regression/
https://www.kaggle.com/residentmario/univariate-plotting-with-pandas
https://scikit-learn.org/stable/auto_examples/linear_model/plot_ols.html
https://www.shanelynn.ie/using-pandas-dataframe-creating-editing-viewing-data-in-python/
https://www.pearsonhighered.com/gould-statistics-2e-info/assets/pdf/sample-chapter-ess-ch04.pdf
https://www.kaggle.com/amanajmera1/linear-regression-model-on-nba-dataset
https://www.oreilly.com/library/view/practical-statistics-for/9781491952955/ch04.html
http://sites.utexas.edu/sos/guided/inferential/numeric/bivariate/cor/
https://www.graphpad.com/support/faq/what-is-the-difference-between-correlation-and-linear-regression/
https://www.statsdirect.com/help/regression_and_correlation/simple_linear.htm
https://erc.barnard.edu/spss/pearsons_r
https://www.statpac.com/statistics-calculator/correlation-regression.htm
https://www.statisticssolutions.com/correlation-pearson-kendall-spearman/
https://www.bmj.com/about-bmj/resources-readers/publications/statistics-square-one/11-correlation-and-regression
https://www.statisticssolutions.com/bivariate-correlation/
https://data-flair.training/blogs/python-statistics/

Blog: http://sitestree.com, http://bangla.salearningschool.com

AI ML DS RL DL NN NLP Data Mining Optimization, ব্লগ । Blog

Next Recession: How to Invest and Profit in the Next Recession

June 17, 2019 Sayed

How to Invest and Profit in the Next Recession
https://www.bloomberg.com/opinion/articles/2019-06-17/how-to-invest-and-profit-in-the-next-recession

"
plan on deploying your cash in tranches: Buy a U.S. index fund when markets are down 20 to 25%; add a developed global index fund when markets fall by 30%. And if we are lucky enough to enjoy a 35 to 40% decline (that's assuming you prepared for this moment), buy emerging-market stocks.

"
----

https://www.kaggle.com/naina04/bivariate-plotting-with-pandas

https://medium.com/@purnasaigudikandula/exploratory-data-analysis-beginner-univariate-bivariate-and-multivariate-habberman-dataset-2365264b751

https://www.analyticsvidhya.com/blog/2016/01/guide-data-exploration/

https://python-for-multivariate-analysis.readthedocs.io/a_little_book_of_python_for_multivariate_analysis.html

https://www.kaggle.com/residentmario/univariate-plotting-with-pandas

Sayed Ahmed

https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/linear-regression-model-query-examples?view=sql-server-2017
--

Blog: http://sitestree.com, http://bangla.salearningschool.com

AI ML DS RL DL NN NLP Data Mining Optimization, ব্লগ । Blog

SQL Server (SSAS): Data Mining: Data Science: Data Analytics: Prediction: Neural Networks : Linear/Logistics Regression

June 15, 2019 Sayed

SQL Server Analysis Service:

Data Mining Algorithms (Analysis Services - Data Mining)
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/data-mining-algorithms-analysis-services-data-mining?view=sql-server-2017
--
Microsoft Association Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-association-algorithm?view=sql-server-2017
--
Association Model Query Examples
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/association-model-query-examples?view=sql-server-2017
--
Microsoft Clustering Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-clustering-algorithm?view=sql-server-2017

Clustering Model Query Examples
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/clustering-model-query-examples?view=sql-server-2017

--
Microsoft Time Series Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-time-series-algorithm?view=sql-server-2017
---
Time Series Model Query Examples
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/time-series-model-query-examples?view=sql-server-2017
---

Microsoft Neural Network Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-neural-network-algorithm?view=sql-server-2017
---
Neural Network Model Query Examples
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/neural-network-model-query-examples?view=sql-server-2017
---
Microsoft Naive Bayes Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-naive-bayes-algorithm?view=sql-server-2017
---
Microsoft Logistic Regression Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-logistic-regression-algorithm?view=sql-server-2017
---
Logistic Regression Model Query Examples
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/logistic-regression-model-query-examples?view=sql-server-2017
---

Statistics in SQL: Simple Linear Regressions
"
Statistics in SQL: Pearson’s Correlation
Statistics in SQL: Kendall’s Tau Rank Correlation
Statistics in SQL: Simple Linear Regressions
Statistics in SQL: The Kruskal–Wallis Test
Statistics in SQL: The Mann–Whitney U Test
Statistics in SQL: Student's T Test
"
https://www.red-gate.com/simple-talk/blogs/statistics-sql-simple-linear-regressions/
---

Linear Regression Model Query Examples
"Sample Query 1: Using the Data Mining Schema Rowset to Determine Parameters Used for a Model
Sample Query 2: Retrieving the Regression Formula for the Model
Sample Query 3: Returning Only the Coefficient for the Model
Sample Query 4: Predicting Income using a Singleton Query
Sample Query 5: Using Prediction Functions with a Regression Model"

Prediction Functions:

"
Prediction Function Usage
IsDescendant (DMX) Determines whether one node is a child of another node in the model.
IsInNode (DMX) Indicates whether the specified node contains the current case.
PredictHistogram (DMX) Returns a predicted value, or set of values, for a specified column.
PredictNodeId (DMX) Returns the Node_ID for each case.
PredictStdev (DMX) Returns standard deviation for the predicted value.
PredictSupport (DMX) Returns the support value for a specified state.
PredictVariance (DMX) Returns the variance of a specified column.

"
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/linear-regression-model-query-examples?view=sql-server-2017
---

Microsoft Linear Regression Algorithm
https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/microsoft-linear-regression-algorithm?view=sql-server-2017
---

Microsoft R
https://mran.microsoft.com/spotlightarchive

---

Decision Trees Model Query Examples
Sample Query 3: Retrieving Subtrees from the Model
Making Predictions using a Decision Trees Model
Sample Query 4: Returning Predictions with Probabilities
Sample Query 5: Predicting Associations from a Decision Trees Model
Sample Query 6: Retrieving a Regression Formula from a Decision Trees Model

https://docs.microsoft.com/en-us/sql/analysis-services/data-mining/decision-trees-model-query-examples?view=sql-server-2017
---

Sayed Ahmed

Blog: http://sitestree.com, http://bangla.salearningschool.com

AI ML DS RL DL NN NLP Data Mining Optimization, Health System Performance, ব্লগ । Blog

AI and ML in 2019: Health/personalized medicine and AI/ML/DL/NLP

June 13, 2019 Sayed

Keeping up with AI in 2019. What is the next big thing in AI and ML?
https://medium.com/thelaunchpad/what-is-the-next-big-thing-in-ai-and-ml-904a3f3345ef
---

A Technical Overview of AI & ML (NLP, Computer Vision, Reinforcement Learning) in 2018 & Trends for 2019
https://www.analyticsvidhya.com/blog/2018/12/key-breakthroughs-ai-ml-2018-trends-2019/
---
AI Research Trends
https://ai100.stanford.edu/2016-report/section-i-what-artificial-intelligence/ai-research-trends
---
Artificial intelligence in healthcare: past, present and future
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5829945/pdf/svn-2017-000101.pdf
---

From hype to reality: data science enabling personalized medicine
https://bmcmedicine.biomedcentral.com/articles/10.1186/s12916-018-1122-7
---
AI Applications for Managing Chronic Kidney Disease
https://emerj.com/ai-sector-overviews/ai-managing-chronic-kidney-disease/
---
Machine Learning, Imaging Analytics Predict Kidney Function
https://healthitanalytics.com/news/machine-learning-imaging-analytics-predict-kidney-function
---
Artificial Intelligence for Diabetes Management and Decision Support: Literature Review
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6000484/
---
Big science and big data in nephrology
https://www.sciencedirect.com/science/article/pii/S0085253819301115
--
Explainable AI for Trees: From Local Explanations to Global
Understanding
https://arxiv.org/pdf/1905.04610.pdf

---

IT gets Tk1,930 crore boost
Tk100 crore to boost startup ventures
Posts and Telecom gets Tk3,456 crore
https://www.dhakatribune.com/business/economy/2019/06/13/it-gets-tk1-930-crore-boost

Sayed Ahmed

https://searchenterpriseai.techtarget.com/definition/driverless-car
---

Blog: http://sitestree.com, http://bangla.salearningschool.com

AI ML DS RL DL NN NLP Data Mining Optimization, ব্লগ । Blog

On Autonomous vehicles: On Driverless Car. On Creating

June 2, 2019 Sayed

Self-driving car (autonomous car or driverless car)

Book: Creating Autonomous Vehicle Systems

http://www.morganclaypoolpublishers.com/catalog_Orig/samples/9781681730080_sample.pdf
--
Self-Driving Cars Might Need Standards, but Whose?
https://www.nytimes.com/2017/02/23/automobiles/wheels/self-driving-cars-standards.html

---
Your Self-Driving Car – How Did It Get So Smart?

https://hortonworks.com/blog/your-self-driving-car-how-did-it-get-so-smart/
---

NVIDIA introduces DRIVE Constellation Simulation System to drive autonomous vehicles in virtual reality

https://www.designworldonline.com/nvidia-introduces-drive-constellation-simulation-system-to-drive-autonomous-vehicles-in-virtual-reality/

---

MIT 6.S094: Deep Learning for Self-Driving Cars

https://selfdrivingcars.mit.edu/

---

Development and Testing Autonomous Vehicles in Simulation

https://github.com/vojtamolda/autodrome

---
Reinforcement Learning: From Grid World to Self-Driving Cars
https://towardsdatascience.com/reinforcement-learning-from-grid-world-to-self-driving-cars-52bd3e647bc4
---

THE SELF-DRIVING CAR IS HERE

https://www.drive.ai/

---

MADRaS: A Multi-Agent DRiving Simulator for Autonomous Driving Research

https://www.analyticsvidhya.com/blog/2018/10/madras-multi-agent-driving-simulator/
---

Car Makers Are Expanding & Diversifying Self-Driving Business
https://syncedreview.com/2019/03/17/car-makers-are-expanding-diversifying-self-driving-business/

---

Sayed Ahmed

https://towardsdatascience.com/summary-of-tabular-methods-in-reinforcement-learning-39d653e904af

Blog: http://sitestree.com, http://bangla.salearningschool.com

AI ML DS RL DL NN NLP Data Mining Optimization, ব্লগ । Blog

Reinforcement Learning Concepts Explained in a Simple Way.

May 17, 2019 Sayed

Reinforcement Learning Concepts Explained in a Simple (or not) Way.

This is intended for the beginners who want to know the concepts used in Reinforcement Learning i.e. Interactive Learning.

Reinforcement Learning is also one aspect of Machine Learning, Data Science, and AI

Summary of Tabular Methods in Reinforcement Learning

Comparison between the different tabular methods in Reinforcement Learning

---

Silver — Lecture 6: Value Function Approximation

https://medium.com/@SeoJaeDuk/archived-post-rl-course-by-david-silver-lecture-6-value-function-approximation-241695feeb1f

----

Going Deeper Into Reinforcement Learning: Understanding Q-Learning and Linear Function Approximation (might not be simple/easy)

https://danieltakeshi.github.io/2016/10/31/going-deeper-into-reinforcement-learning-understanding-q-learning-and-linear-function-approximation/

Reinforcement in Psychology

"Understanding Reinforcement in Psychology. Reinforcement is a term used in operant conditioning to refer to anything that increases the likelihood that a response will occur. ... Reinforcement can include anything that strengthens or increases a behavior, including specific tangible rewards, events, and situations."

What Is Reinforcement in Operant Conditioning? - Verywell Mind

https://www.verywellmind.com/what-is-reinforcement-2795414

Introduction to Reinforcement Learning

https://towardsdatascience.com/introduction-to-reinforcement-learning-chapter-1-fc8a196a09e8

Solving the Multi-Armed Bandit Problem

https://towardsdatascience.com/solving-the-multi-armed-bandit-problem-b72de40db97c

My Journey to Reinforcement Learning — Part 2: Multi-Armed Bandit Problem

https://towardsdatascience.com/my-journey-to-reinforcement-learning-part-2-multi-armed-bandit-problem-eefe1afab73c

Self Learning AI-Agents Part I: Markov Decision Processes

https://towardsdatascience.com/self-learning-ai-agents-part-i-markov-decision-processes-baf6b8fc4c5f

Reinforcement Learning Demystified: Markov Decision Processes (Part 1)

https://towardsdatascience.com/reinforcement-learning-demystified-markov-decision-processes-part-1-bf00dda41690

Reinforcement Learning Demystified: Solving MDPs with Dynamic Programming

https://towardsdatascience.com/reinforcement-learning-demystified-solving-mdps-with-dynamic-programming-b52c8093c919

Planning by Dynamic Programming: Reinforcement Learning

https://towardsdatascience.com/planning-by-dynamic-programming-reinforcement-learning-ed4924bbaa4c

Monte Carlo: Reinforcement Learning for Meal Planning based on Meeting a Set Budget and Personal Preferences (Monte Carlo)
https://towardsdatascience.com/reinforcement-learning-for-meal-planning-based-on-meeting-a-set-budget-and-personal-preferences-9624a520cce4

Monte Carlo Simulations with Python (Part 1)

https://towardsdatascience.com/monte-carlo-simulations-with-python-part-1-f5627b7d60b0

Monte Carlo Without the Math

https://towardsdatascience.com/monte-carlo-without-the-math-90630344ff7b

Simple Reinforcement Learning: Temporal Difference Learning

https://towardsdatascience.com/simple-reinforcement-learning-temporal-difference-learning-53d1b3263d79

Model-Free Prediction: Reinforcement Learning

https://towardsdatascience.com/model-free-prediction-reinforcement-learning-507297e8e2ad

What exactly is bootstrapping in reinforcement learning?

https://datascience.stackexchange.com/questions/26938/what-exactly-is-bootstrapping-in-reinforcement-learning

n-step bootstrapping

http://ipvs.informatik.uni-stuttgart.de/mlr/wp-content/uploads/2018/06/18-RL-nstep.pdf

Planning and Learning with Tabular Methods

https://medium.com/@SeoJaeDuk/archived-post-planning-and-learning-with-tabular-methods-8-1-8-4-bf8f836614d0

Sayed Ahmed

Blog: http://sitestree.com, http://bangla.salearningschool.com

Math and Statistics for Data Science, and Engineering, ব্লগ । Blog

Implement Gradient Descend:

January 5, 2019 Sayed

"

Gradient descent is a first-order iterative optimization algorithm for finding the minimum of a function. To find a local minimum of a function usinggradient descent, one takes steps proportional to the negative of the gradient (or approximategradient) of the function at the current point.

Gradient descent - Wikipedia

https://en.wikipedia.org/wiki/Gradient_descent

"

Gradient Descend

# From calculation, it is expected that the local minimum occurs at x=9/4

"""

cur_x = 6 # The algorithm starts at x=6

gamma = 0.01 # step size multiplier

precision = 0.00001

previous_step_size = 1

max_iters = 10000 # maximum number of iterations

iters = 0 #iteration counter

df = lambda x: 4 * x**3 - 9 * x**2

while previous_step_size > precision and iters < max_iters:

prev_x = cur_x

cur_x -= gamma * df(prev_x)

previous_step_size = abs(cur_x - prev_x)

iters+=1

print("The local minimum occurs at", cur_x)

#The output for the above will be: ('The local minimum occurs at', 2.2499646074278457)

"""

#----

print('my part')

co_ef = 6

iter = 0

max_iter = 1000

gamma = 0.001

step = 1

precision = 0.0000001

df = lambda x: 4 * x * x * x - 9 * x * x

while (iter <= max_iter) or (step >= precision ) :

prev_co_ef = co_ef

co_ef -= gamma * df (prev_co_ef)

step = abs (prev_co_ef - co_ef)

print(co_ef)

Sayed Ahmed
sayedum

Blog: http://sitestree.com, http://bangla.salearningschool.com

বিগ ডাটা । Big Data, ব্লগ । Blog

What is Big Data? – হতে পারে নতুন সম্ভাবনার দুয়ার Explained In Bangla

ডাটা ভাণ্ডার ( রিপোর্ট, এনালাইসিস ) । Data Warehouse

What is Big Data? - হতে পারে নতুন সম্ভাবনার দুয়ার Explained In Bangla

Big Data Bangla tutorial for beginners -2

ডাটা ভাণ্ডার ( রিপোর্ট, এনালাইসিস ) । Data Warehouse

Big Data Bangla tutorial for beginners -1

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটা ভাণ্ডার ( রিপোর্ট, এনালাইসিস ) । Data Warehouse

Data Science Bangla Tutorial for beginners -2

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটা ভাণ্ডার ( রিপোর্ট, এনালাইসিস ) । Data Warehouse

https://www.coursera.org/specializations/jhu-data-science/1
https://www.quora.com/What-is-your-review-of-Coursera-Data-Science-Specialization-Track
https://www.coursera.org/browse/data-science?languages=en
https://www.udemy.com/courses/search/?q=Data%20science&src=ukw&lang=en
http://www.learndatasci.com/top-udemy-data-science-courses/
https://www.quora.com/What-are-the-best-data-science-courses-on-Udemy
https://www.udemy.com/courses/search/?q=Data%20scince&src=ukw&lang=en
https://www.edx.org/course/data-science-essentials-microsoft-dat203-1x-2
https://academy.microsoft.com/en-us/professional-program/data-science/
https://www.edx.org/course/subject/data-analysis-statistics
https://www.coursera.org/specializations/jhu-data-science?action=enroll
https://www.udacity.com/courses/data-science
http://www.forbes.com/sites/bernardmarr/2016/01/07/big-data-uncovered-what-does-a-data-scientist-really-do/#4442c7286f7f
https://www.datascienceweekly.org/articles/what-do-data-scientists-get-hired-to-do
http://online.rutgers.edu/resources/infographics/what-can-you-do-with-a-career-in-data-science/
http://www.i-programmer.info/professional-programmer/accreditation/8331-what-is-a-data-scientist-and-how-do-i-become-one.html
https://www.quora.com/What-is-a-data-scientist-3
https://www.datacamp.com/community/tutorials/data-science-industry-infographic#gs.ZXRN2l8
http://www.sas.com/en_us/insights/analytics/what-is-a-data-scientist.html
https://www.theguardian.com/careers/2015/jun/30/whats-a-data-scientist-and-how-do-i-become-one
https://www.udemy.com/want-to-be-a-data-scientist/learn/v4/content
https://www.kaggle.com/jobs/17534/medicinfo-data-analist-researcher-tilburg-the-neterlands
http://www.learndatasci.com/top-udemy-data-science-courses/
https://www.kaggle.com/jobs
https://www.indeed.com/q-Data-Scientist-jobs.html
https://www.facebook.com/careers/jobs/a0I1200000JhTuuEAF/
https://www.indeed.com/q-Data-Scientist-l-New-York,-NY-jobs.html
http://fortune.com/2015/05/21/data-science-white-hot/

Data Science Bangla Tutorial for beginners

ডাটা ভাণ্ডার ( রিপোর্ট, এনালাইসিস ) । Data Warehouse

https://datajobs.com/what-is-data-science
https://www.kaggle.com/wiki/Tutorials
http://blog.datacamp.com/wp-content/uploads/2014/08/How-to-become-a-data-scientist.jpg
https://www.quora.com/How-can-I-become-a-data-scientist-1
http://www.kdnuggets.com/2015/09/free-data-science-books.html
http://www.learndatasci.com/best-data-science-online-courses/
https://www.simplilearn.com/resources-to-learn-data-science-online-article
http://www.forbes.com/sites/drewhansen/2016/10/21/become-data-scientist/#6e201e6a5b1b
https://www.datacamp.com/community/tutorials/how-to-become-a-data-scientist#gs.FLqYd58
http://www.kdnuggets.com/2016/08/become-data-scientist-part-1.html
http://www.itcareerfinder.com/it-careers/big-data-scientist.html
http://www.kdnuggets.com/2014/11/9-must-have-skills-data-scientist.html
http://www.mastersindatascience.org/careers/data-scientist/
https://www.udacity.com/course/intro-to-data-science--ud359
https://www.datacamp.com/subscribe?coupon_code=NY-2017-PROMO
https://blog.modeanalytics.com/data-science-career/
https://www.simplilearn.com/data-science-interview-questions-article
https://www.quora.com/What-is-a-data-scientists-career-path-1
http://blog.udacity.com/2014/11/data-science-job-skills.html
http://101.datascience.community/2016/11/28/data-scientists-data-engineers-software-engineers-the-difference-according-to-linkedin/
https://www.learnpython.org/
https://www.r-bloggers.com/how-to-learn-r-2/
http://www.hadoop360.com/blog/comprehensive-list-of-data-science-resources
http://datasciencereport.com/2016/12/21/best-of-2016-data-science-central-most-popular-articles-this-year/#.WHJ7HVV97ct
https://datascienceplus.com/learn-r-from-scratch-part-1/
http://noeticforce.com/best-free-tutorials-to-learn-python-pdfs-ebooks-online-interactive
https://blog.modeanalytics.com/data-science-career/

A Complete Python Tutorial to Learn Data Science from Scratch

A Complete Tutorial to learn Data Science in R from Scratch

https://www.import.io/post/38-great-resources-for-learning-data-mining-concepts-and-techniques/

Big data

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

Lesson 26: Database Normalization

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

Database Normalization in bangla.
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Bangla RDBMS Lesson 25 : Relational Database Design Part 2 – Functional dependency

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Lesson24 : Relational Database Design Part 1

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

Lesson 17: Database Triggers in bangla

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

Lesson 9 : What are Join expressions in database?

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

What are Join expressions in database? Ouetr join , Inner join , left join , right join.
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Lesson 13 : What is Database Authorization and how to do it?

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

What is Database Authorization and how to do it?
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Lesson 16 : Procedural Extensions and Stored procedures in database.

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

Procedural Extensions and Stored procedures in database
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Lesson 11: What is Transaction in database?

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

What is transaction in database?
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

DBMS Lesson 12 : What is integrity Constrain in Database?

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

What is integrity Constrain in Database?
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Lesson 10: What is View in Database?

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

What is View in Database?
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Bangla Database Lesson 5 : Introduction to SQL Part 2

AI ML DS RL DL NN NLP Data Mining Optimization, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম | DBMS

Introduction to SQL Part 2.
ডাটাবেজ শিখার সব ভিডিও পেতে ভিজিট করুন http://jompesh.com/videos/list/category/112 , এখানে আরও বাংলায় শিখতে পাবেন Computer Science অন্যান্য বিষয় যেমন data structure , System Analysis and Design , C,C++, JAVA, OOP , Operating System সহ আরও অনেক কিছু .
Keyword: Bangla RDBMS , Bangla Oracle , Bangla database , database tutorials , Database tutorials in bangla , database management system in bangla, Database Normalization , database, database tutorial, বাংলা ডাটাবেজ , ডাটাবেজ , CSE database , database bangla tutorial, oracle tutorial in bangla , video tutorial for database , bangla video tutorial for database , learning database in bangla, ডাটাবেজ ম্যানেজমেন্ট সিস্টেম , ডাটাবেজ কি ? , SQL টিউটোরিয়াল , বাংলা ডাটাবেজ টিউটোরিয়াল , ডাটাবেজ প্রোগ্রাম কী?

Bangla Database Lesson 5 : Introduction to SQL Part 2