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Development Data Science Artificial Intelligence

Data Science & Python: Data Science with Real Problems (2)

Learn Data Science like a Professional and Build the Essentials to Learn Artificial Intelligence with Python 2020
Rating: 3.9 out of 53.9 (3 ratings)
34 students
Created by DATAI TEAM, Datai Team Academy
Last updated 10/2020
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • Use Python for Data Science
  • Learn to use Pandas for Data Analysis
  • Broadcast Data Science Project to the World
  • Share Projects on Kaggle
  • One Step Closer to the Artificial Intelligence Journey
  • Learn Data Science from Experienced Professional Software Developers

Course content

10 sections • 37 lectures • 4h 27m total length

  • Preview01:38

  • Preview10:12
  • Kaggle Description 2
    07:25
  • Preview14:04
  • Preview03:36
  • Being Successful in Kaggle
    03:04

  • Preview07:05
  • Import and First Look Data
    11:11
  • Matplotlib
    06:57
  • Matplotlib
    1 question
  • Dictionary, Pandas and Logic Control
    08:23
  • Pandas
    1 question
  • Loop Data Structures (while and for)
    06:54
  • Loops
    1 question
  • Homework 1
    06:10

  • User Defined Function and Scope
    05:56
  • User Defined Function and Scope
    1 question
  • Nested, Default, Flexible, Lambda, Anonymous Functions
    09:12
  • Nested, Default, Flexible, Lambda, Anonymous Functions
    5 questions
  • Iterators and List Comprehension
    10:32
  • List Comprehension
    1 question

  • Diagnose Data for Cleaning
    05:05
  • Diagnose Data for Cleaning
    1 question
  • Exploratory Data Analysis (EDA)
    09:51
  • Exploratory Data Analysis (EDA)
    1 question
  • Visual Exploratory Data Analysis
    03:18
  • Tidy and Pivoting Data
    04:30
  • Tidy and Pivoting Data
    1 question
  • Concatenating Data and Data Types
    06:38
  • Missing Data and Testing with Assert
    05:37
  • Missing Data and Testing with Assert
    1 question

  • Review of Pandas, Building Data Frames from Scratch,Visual and Statistical EDA
    08:19
  • Indexing and Resampling Pandas Time Series
    12:00

  • Indexing, Slicing, Filtering and Transforming Data Frames
    11:23
  • Indexing, Slicing, Filtering and Transforming Data Frames
    2 questions
  • Index Objects, Hierarchical Indexing, Pivoting, Stacking-Unstacking and Melting
    10:57
  • Index Objects, Hierarchical Indexing, Pivoting, Stacking-Unstacking and Melting
    2 questions

  • Data Science Final Exam
    16 questions

  • Preview03:01
  • Overview and Load Data
    11:32
  • Variable Description
    09:00
  • Univariate Variable Analysis: Categorical Variables
    14:26
  • Univariate Variable Analysis: Numeric Variables
    07:13
  • Exploratory Data Analysis (EDA)
    10:08
  • Outlier Detection
    08:57
  • Missing Value
    10:05
  • Titanic Project Conclusion
    01:54

  • Data Science Conclusion
    01:05
  • Data Science Additional Resources
    00:07
  • BONUS
    00:00

Requirements

  • Python: Python Programming for Artificial Intelligence (1)
  • It is enough to have a computer with internet connection
  • Good dreams about goals and future

Description

THIS COURSE IS THE SECOND PART OF 7-STEP ARTIFICIAL INTELLIGENCE JOURNEY.

  1. Python   

  2. Data Science

  3. Visualization Tools

  4. Machine Learning

  5. Deep Learning

  6. Statistical Learning

  7. Reinforcement Learning

We will learn the Data Science required to learn our ultimate goal, Artificial Intelligence algorithms.

DATA SCIENCE COURSE DESCRIPTION

  • Data Science Introduction

  • Kaggle and Data Science

  • Introduction to Python

  • Python Data Science Tool Box

  • Cleaning Data

  • Pandas Foundation

  • Manipulating Data Frames with Pandas

  • Titanic Project

  • 1 Practice Exam: Final Exams

  • 12 Quizzes

  • BONUS

WHY PYTHON?

  • According to 2020 IEEE research, Python is one of the most used and preferred programming languages worldwide.

  • Python is the first choice of newcomers to coding thanks to its easy learning.

  • Python is open source, supported by the world's largest companies such as Facebook or Google.

  • When it comes to data science, machine learning or artificial intelligence, Python language comes to mind first. This causes Python to have a large worldwide audience.

  • In terms of professional career, Python is one of the languages with the most opportunities.

WHY DATA SCIENCE?

  • Helping people make faster and more effective decisions.

  • Demand and job opportunities for data scientists with the increase of data.

  • Start-up opportunities.

  • Decision making ability.

THE OPPORTUNITIES YOU WILL HAVE WITH THIS COURSE

  • Coding ability from scratch: We will code together.

  • Codes and Templates: You can download every Python template and code we have created in the course. Thanks to this code and template, you create the infrastructure for the applications and projects that you will make later.

  • Theory and Logic: We not only tell you how to write code, but also the logic and theory behind the code we write, and why we write such a code.

  • In-class support: We don't just give you video lessons. We have created a professional Python Programmer team and community to support you. This means that you will get answers to your questions within 24 hours.

WHO WE ARE: DATAI TEAM ACADEMY

DATAI TEAM is a team of Python Programmers and Data Scientists.

Let's register for the course and start the Object-Oriented Programming adventure with Python.

Who this course is for:

  • Those who want to specialize in Data Science with Python
  • Those who want to start and continue their education or career in data science, machine learning or artificial intelligence
  • Those who know Python basics and want to master Python for Artificial Intelligece

Instructors

DATAI TEAM
Kaggle Grandmaster & AI Engineer
DATAI TEAM
  • 4.5 Instructor Rating
  • 16,559 Reviews
  • 79,782 Students
  • 17 Courses

Yapay Zekâ & Veri Bilimi

DATAI Team Bilkent ve ODTÜ gibi üniversitelerden mühendislik alanında lisans ve lisansüstü seviyelerde mezun Yapay Zekâ, Veri Bilimi ve Algoritma alanlarında uzman kişiler tarafından Türkçe kaynak eksikliğine çözüm olarak kurulmuş bir takımdır. Google'ın alt kuruluşu olan Kaggle platformunda kazandığımız başarılar sayesinde sizlere profesyonel ve dünya çapında kalitesi onaylı dersler anlatıyoruz.

Python, Veri Bilimi, Makine Öğrenmesi, Derin Öğrenme ve Yapay Zekâ konularına karşı olan ilgi ve uzmanlığımız sayesinde hazırladığımız derslerimizi gerçek hayattan verilen örnekler ile harmanlayıp sizlere sunuyoruz. Ayrıca sizlerin öğrendikleri bilgiyi genel kültür seviyesinin ötesine taşıyabilmesi için yapacağınız çalışmaları tüm dünya ile paylaşmanız konusunda yol gösteriyor ve teşvik ediyoruz.

Gerek ders ile ilgili gerekse güncel konular, iş ya da okul hayatınız ile ilgili sorularınızı sormaktan çekinmeyin. Sormanın en iyi öğrenme yöntemlerinden biri olduğunu unutmayın.

İhtiyacınız olan kursları hemen kütüphanenize ekleyin ve bir an önce derslere başlayalım!

--------------------------------------------------------------------------------------------

Artificial Intelligence & Data Science

DATAI Team is a team established by experts in the fields of Artificial Intelligence, Data Science and Algorithm. Thanks to our achievements on the Kaggle platform, a subsidiary of Google, we tell you professional, world-class quality lessons and blend them with real-life examples. In addition, we guide and encourage you to share your studies with the world so that you can carry the knowledge you learn beyond the level of the general culture.

Datai Team Academy
Artificial Intelligence & Data Science
Datai Team Academy
  • 3.7 Instructor Rating
  • 94 Reviews
  • 5,377 Students
  • 6 Courses

Artificial Intelligence & Data Science

We combine the lessons that we have prepared with our interest and expertise on Python, Data Science, Machine Learning, Deep Learning and Artificial Intelligence with real life examples. In addition, we encourage you to share your work with the world to extend the knowledge you have learned beyond the basic level.

Thanks to our success on the Kaggle platform, a subsidiary of Google, we teach you professional and world class quality certified lessons.

Add the courses you need to your library now and let's get started!

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