.
CS109 Data Science - Harvard 🔥 Free Training 🔥
Prerequisites: Python (Only Python is used throughout the course), fundamental knowledge of how the data science libraries work.
About the course:
This data science course offered by Harvard isn’t on a platform like edX or Coursera and doesn’t provide any certification. This might be one of the best courses for beginners to get started with data science and is completely free.
The course contains a list of videos, lecture slides, lab videos & notebook and is a 13-week intensive program that wrapping up course content: (Listed in order of the course chronology)
* Web Scraping, Regular Expressions, Data Reshaping, Data Cleanup, Pandas.
* Exploratory Data Analysis
* Pandas, SQL and the Grammar of Data
* Statistical Models
* Storytelling and Effective Communication
* Bias and Regression (With more regression)
* Classification, k-Nearest Neighbors, Cross-Validation, Dimensionality Reduction, PCA, MDS
* SVM, Evaluation
* Decision Trees and Random Forests
* Ensemble Methods and Best Practices
* Best Practices and Recommendations
* MapReduce, Spark
* Bayes Theorem, Bayesian Methods and Text Data
* Clustering
* Effective Presentations
* Experimental Design
* Deep Networks
* Guest Lecture: Building Data Science
#DataScience #tutorial #beginners #free #Course
CS109 Data Science - Harvard 🔥 Free Training 🔥
Prerequisites: Python (Only Python is used throughout the course), fundamental knowledge of how the data science libraries work.
About the course:
This data science course offered by Harvard isn’t on a platform like edX or Coursera and doesn’t provide any certification. This might be one of the best courses for beginners to get started with data science and is completely free.
The course contains a list of videos, lecture slides, lab videos & notebook and is a 13-week intensive program that wrapping up course content: (Listed in order of the course chronology)
* Web Scraping, Regular Expressions, Data Reshaping, Data Cleanup, Pandas.
* Exploratory Data Analysis
* Pandas, SQL and the Grammar of Data
* Statistical Models
* Storytelling and Effective Communication
* Bias and Regression (With more regression)
* Classification, k-Nearest Neighbors, Cross-Validation, Dimensionality Reduction, PCA, MDS
* SVM, Evaluation
* Decision Trees and Random Forests
* Ensemble Methods and Best Practices
* Best Practices and Recommendations
* MapReduce, Spark
* Bayes Theorem, Bayesian Methods and Text Data
* Clustering
* Effective Presentations
* Experimental Design
* Deep Networks
* Guest Lecture: Building Data Science
#DataScience #tutorial #beginners #free #Course
cs109.github.io
Class Material
Forwarded from Python Questions
Which of the following styles does PEP8 recommend for multi-word variable names
Anonymous Quiz
29%
DistanceToNearestTown (Pascal Case)
36%
distanceToNearestTown (Camel Case)
35%
distance_to_nearest_town (Snake Case)
Forwarded from Python Questions
Which of the following are Python reserved words (keywords). Select all that is correct.
Anonymous Poll
50%
default
57%
None
68%
class
58%
and
32%
goto
Forwarded from Python Projects
#PracticeCode: 0027
🎯 FORWARD IF YOU LIKE IT 🎯
Task:
You have to create a program in which two numbers are given as input and you have print True or "Yes" if any of both numbers include 7 or their sum or difference is 7.
Sample :-
input → 7 , 4
output → True
input → 4 , 5
output → False
input → 8 , 1
output → True
GOOD LUCK!
««« Discuss your solution @python_programmers_club and proper solutions will be added to our Github page »»»
««« Click here for the Solution »»»
🔥Ready to take this challenge? 🔥
#python #practiceCode #samples #interviewQuestions #conditions
🎯 FORWARD IF YOU LIKE IT 🎯
Task:
You have to create a program in which two numbers are given as input and you have print True or "Yes" if any of both numbers include 7 or their sum or difference is 7.
Sample :-
input → 7 , 4
output → True
input → 4 , 5
output → False
input → 8 , 1
output → True
GOOD LUCK!
««« Discuss your solution @python_programmers_club and proper solutions will be added to our Github page »»»
««« Click here for the Solution »»»
🔥Ready to take this challenge? 🔥
#python #practiceCode #samples #interviewQuestions #conditions
🌟
Fundamentals of Python: Data Structures - Book by Kenneth Alfred Lambert
The book covers four major aspects of computing:
* Programming basics
* Object-Oriented Programming (OOP)
* Data structures
* Software development life cycle
#eBook #python #dataStructures
Fundamentals of Python: Data Structures - Book by Kenneth Alfred Lambert
The book covers four major aspects of computing:
* Programming basics
* Object-Oriented Programming (OOP)
* Data structures
* Software development life cycle
#eBook #python #dataStructures
AutoFlip: An Open Source Framework for Intelligent Video Reframing
Google released a tool for smart video cropping. Video cropping doesn't seem like a poblem until you release that object that should be in focus can be in different parts of picture. Now there is great attempt to provide one-click solution to cropping.
Interesting part: #AutoFlip is an application of #MediaPipe framework for building multimodal ML #pipelines.
https://1.bp.blogspot.com/-vd3_cka3jNA/XkSQcFrwh0I/AAAAAAAAFS4/L4RfWj8RSXYy_oR4RrvoU90Vt9SSZUEAwCEwYBhgL/s1600/image1.gif
https://ai.googleblog.com/2020/02/autoflip-open-source-framework-for.html
Github: https://github.com/google/mediapipe/blob/master/mediapipe/docs/autoflip.md
MediaPipe: https://github.com/google/mediapipe/
#Google #GoogleAI #DL #CV
Google released a tool for smart video cropping. Video cropping doesn't seem like a poblem until you release that object that should be in focus can be in different parts of picture. Now there is great attempt to provide one-click solution to cropping.
Interesting part: #AutoFlip is an application of #MediaPipe framework for building multimodal ML #pipelines.
https://1.bp.blogspot.com/-vd3_cka3jNA/XkSQcFrwh0I/AAAAAAAAFS4/L4RfWj8RSXYy_oR4RrvoU90Vt9SSZUEAwCEwYBhgL/s1600/image1.gif
https://ai.googleblog.com/2020/02/autoflip-open-source-framework-for.html
Github: https://github.com/google/mediapipe/blob/master/mediapipe/docs/autoflip.md
MediaPipe: https://github.com/google/mediapipe/
#Google #GoogleAI #DL #CV
Forwarded from Python Questions
What type of value will result from evaluating the following expression:
(' ', )
(' ', )
Anonymous Quiz
30%
str (string)
37%
tuple
7%
dict
15%
syntax error
10%
unicode (unicode string)
✴️
Full stack, modern web application generator.
Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.
https://github.com/tiangolo/full-stack-fastapi-postgresql
#python #FastAPI #webapp #sourcecode #postgresql
Full stack, modern web application generator.
Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.
https://github.com/tiangolo/full-stack-fastapi-postgresql
#python #FastAPI #webapp #sourcecode #postgresql
GitHub
GitHub - fastapi/full-stack-fastapi-template: Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL…
Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more. - fastapi/full-stack-fastapi-template
🌟
Essential Math for Machine Learning: Python Edition
Learn the essential mathematical foundations for machine learning and artificial intelligence.
🔥 Free Training 🔥 —————— Pay only if you want a certificate
#python #DataScience #tutorial #beginners #free #maths #machineLearning
Essential Math for Machine Learning: Python Edition
Learn the essential mathematical foundations for machine learning and artificial intelligence.
🔥 Free Training 🔥 —————— Pay only if you want a certificate
#python #DataScience #tutorial #beginners #free #maths #machineLearning
Forwarded from Python Projects
#PracticeCode: 0028
🎯 FORWARD IF YOU LIKE IT 🎯
Task:
You have to create a program in which a list of numbers is given as input and you to print sum and difference of the maximum and minimum value of the list.
NOTE :- You don't have to use max() and min() inbuilt functions!.
Sample run :-
input → [10, 3, 5, 6]
output → 7
GOOD LUCK!
««« Discuss your solution @python_programmers_club and proper solutions will be added to our Github page »»»
««« Click here for the Solution »»»
🔥Ready to take this challenge? 🔥
#python #practiceCode #samples #interviewQuestions #conditions
🎯 FORWARD IF YOU LIKE IT 🎯
Task:
You have to create a program in which a list of numbers is given as input and you to print sum and difference of the maximum and minimum value of the list.
NOTE :- You don't have to use max() and min() inbuilt functions!.
Sample run :-
input → [10, 3, 5, 6]
output → 7
GOOD LUCK!
««« Discuss your solution @python_programmers_club and proper solutions will be added to our Github page »»»
««« Click here for the Solution »»»
🔥Ready to take this challenge? 🔥
#python #practiceCode #samples #interviewQuestions #conditions