Êtes-vous prêt à commencer votre parcours pour devenir Data Scientist !
Ce cours complet sera votre guide pour apprendre à utiliser la puissance de Python pour analyser des données, créer de superbes visualisations et utiliser de puissants algorithmes d’apprentissage automatique !
Data Scientist a été classé premier emploi sur Glassdoor et le salaire moyen d’un data scientist est de plus de 120 000 $ aux États-Unis selon Indeed ! La science des données est une carrière enrichissante qui vous permet de résoudre certains des problèmes les plus intéressants au monde !
Ce cours est conçu pour les débutants avec une certaine expérience en programmation ou développeurs expérimentés cherchant à faire le saut vers la science des données !
Ce cours complet est comparable aux autres bootcamps de science des données qui coûtent généralement des milliers de dollars, mais maintenant vous peut apprendre toutes ces informations à une fraction du coût ! Avec plus de 100 conférences vidéo HD et des cahiers de code détaillés pour chaque conférence , c’est l’un des cours les plus complets pour la science des données et l’apprentissage automatique sur WeCours !
Nous vous apprendrons à programmer avec Python, à créer des visualisations de données étonnantes et à utiliser le Machine Learning avec Python ! Voici quelques-uns des sujets que nous allons apprendre :
- Programmer avec Python
- NumPy avec Python
- Utiliser des cadres de données pandas pour résoudre des tâches complexes
- Utiliser des pandas pour gérer des fichiers Excel
- Web scraping avec python
- Connecter Python à SQL
- Utilisez matplotlib et seaborn pour les visualisations de données
- Utilisez plotly pour des visualisations interactives
- Apprentissage automatique avec SciKit Learn, y compris :
- Régression linéaire
- K voisins les plus proches
- K signifie regroupement
- Arbres de décision
- Forêts aléatoires
- Traitement du langage naturel
- Les réseaux de neurones et l’apprentissage en profondeur
- Machines à vecteurs compatibles
- et bien plus encore !
Inscrivez-vous au cours et devenez un data scientist aujourd’hui !
Course Introduction
Just a quick thank you and how to get help in the course!
Check out FAQs for the course!
Environment Set-Up
Learn how to install Python and Anaconda and get your system setup.
Jupyter Overview
Learn about the Jupyter Notebook System!
Optional Lecture on Virtual Environments
Python Crash Course
Just a quick introduction of the section from me personally!
Get a quick Crash Course in Python!
Get a quick Crash Course in Python!
Get a quick Crash Course in Python!
Get a quick Crash Course in Python!
Get a quick Crash Course in Python!
Get a quick Crash Course in Python!
Get a quick Crash Course in Python!
Python for Data Analysis - NumPy
Just a quick introduction of the section from me personally!
Part of the NumPy Section of the Course!
Part of the NumPy Section of the Course!
Quick note on Numpy Array!
Part of the NumPy Section of the Course!
Part of the NumPy Section of the Course!
Part of the NumPy Section of the Course!
Part of the NumPy Section of the Course!
Python for Data Analysis - Pandas
Just a quick introduction of the section from me personally!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Part of the Pandas Section of the Course!
Python for Data Analysis - Pandas Exercises
Quick Note!
Challenge yourself with some Pandas Exercises!
Challenge yourself with some Pandas Exercises!
Challenge yourself with some Pandas Exercises!
Challenge yourself with some Pandas Exercises!
Python for Data Visualization - Matplotlib
Just a quick introduction of the section from me personally!
Learn about Data Visualization with Matplotlib and Python!
Learn about Data Visualization with Matplotlib and Python!
Learn about Data Visualization with Matplotlib and Python!
Learn about Data Visualization with Matplotlib and Python!
Learn about Data Visualization with Matplotlib and Python!
Learn about Data Visualization with Matplotlib and Python!
Python for Data Visualization - Seaborn
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Learn about Data Visualization with Seaborn and Python!
Python for Data Visualization - Pandas Built-in Data Visualization
Learn about Data Visualization with Pandas and Python!
Learn about Data Visualization with Pandas and Python!
Learn about Data Visualization with Pandas and Python!
Python for Data Visualization - Plotly and Cufflinks
Learn about Data Visualization with Plotly and Python!
Learn about Data Visualization with Plotly and Python!
Python for Data Visualization - Geographical Plotting
Learn how to create Geographical Plots!
Learn how to create Geographical Plots!
Learn how to create Geographical Plots!
Learn how to create Geographical Plots!
Learn how to create Geographical Plots!
Data Capstone Project
Just a quick introduction of the section from me personally!
Take everything you know and work on a Capstone Project!
Take everything you know and work on a Capstone Project!
Take everything you know and work on a Capstone Project!
quick note
Take everything you know and work on a Capstone Project!
Take everything you know and work on a Capstone Project!
Take everything you know and work on a Capstone Project!
Take everything you know and work on a Capstone Project!
Introduction to Machine Learning
Check out ISLR
Just a quick introduction of the section from me personally!
Master Machine Learning with Python!
Linear Regression
Learn Linear Regression with Python!
Just a quick Note!
Learn Linear Regression with Python!
Learn Linear Regression with Python!
Learn Linear Regression with Python!
Learn Linear Regression with Python!
Cross Validation and Bias-Variance Trade-Off
Learn about the Bias Variance Trade Off
Logistic Regression
Learn Logistic Regression with Python!
Learn Logistic Regression with Python!
Learn Logistic Regression with Python!
Learn Logistic Regression with Python!
Learn Logistic Regression with Python!
Learn Logistic Regression with Python!
K Nearest Neighbors
Learn K Nearest Neighbors with Python!
Learn K Nearest Neighbors with Python!
Learn K Nearest Neighbors with Python!
Learn K Nearest Neighbors with Python!
Decision Trees and Random Forests
Learn Tree Methods with Python!
Learn Tree Methods with Python!
Learn Tree Methods with Python!
Learn Tree Methods with Python!
Learn Tree Methods with Python!
Support Vector Machines
Learn about Support Vector Machines with Python!
Learn about Support Vector Machines with Python!
Learn about Support Vector Machines with Python!
Learn about Support Vector Machines with Python!
K Means Clustering
Learn about K Means Clustering with Python!
Learn about K Means Clustering with Python!
Learn about K Means Clustering with Python!
Learn about K Means Clustering with Python!
Principal Component Analysis
Learn how to perform PCA with Python!
Learn how to perform PCA with Python!
Recommender Systems
Recommender Systems Section
Recommender Systems Section
Recommender Systems Section
Natural Language Processing
Learn about Natural Language Processing with Python!
Learn about Natural Language Processing with Python!
Learn about Natural Language Processing with Python!
Learn about Natural Language Processing with Python!
Learn about Natural Language Processing with Python!
Learn about Natural Language Processing with Python!
Neural Nets and Deep Learning
Sorry about this quick little check, but some students have been missing the previous lecture!
Just a quick introduction of the section from me personally!
Big Data and Spark with Python
Just a quick introduction of the section from me personally!
Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!
Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!
Spark Set-up options for a local set-up.
Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!
Just a quick note on AWS Security
Set up your EC2 on AWS. Windows Users - Watch the whole lecture. Mac/Linux - Stop watching once we reach the SSH section, the next lecture will cover that for you.
Only watch if you are a Mac or Linux user for SSH into your AWS EC2 Instance.
Step by Step instructions for setting up Hadoop, Spark, and Jupyter Notebook on your EC2 Ubuntu Instance.
Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!
Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!
Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!