Python Coding Essentials Bundle - Build Projects and Learn to Code
01
Skill level
All levels
02
Sections
15
03
Lectures
141
04
Instructor
John Bura
What's inside
This course includes.
✓
15
Sections
✓
141
Lectures
✓
140
Resources
✓
Certificate of completion
Included
✓
Mobile and desktop access
Included
✓
AI learning assistance
Included
Unlock all courses with our Subscription Bundle! Get unlimited access to entire course library, books and assets. Learn more and subscribe today!
Course content
Curriculum & lectures.
+ 00 Intro to HTML (Prerequisite for Flask) 7 lectures
00 How To Become A Web Developer
Locked
01 HTML Basics
Locked
02 CSS Basics
Locked
03 Add Images To Website With HTML
Locked
04 Link To Pages With HTML Hyperlinks
Locked
05 Positioning Items On A Webpage With CSS Flexbox
Locked
06 Spacing Out Items With Flexbox
Locked
+ 01 Python and Flask Web Development Bootcamp 10 lectures
00 Project Preview
Locked
01 What Is Flask
Locked
02 What You'll Need
Locked
03 Nrog Update
Locked
04 Build Your First Flask App
Locked
05 Render HTML On Multiple Pages
Locked
06 Build Page Templates With HTML
Locked
07 Build Dynamic Page Templates
Locked
08 Display JSON Data
Locked
09 Build A Template To Show All Data
Locked
+ 02 Python and SQLite Bootcamp - Learn to Build Databases 12 lectures
00 What Is Sqlite
Locked
00B What You'll Need
Locked
01 Project And Database Preview
Locked
02 Create A Database
Locked
03 Build Database Tables
Locked
04 Insert Records
Locked
05 Select Records
Locked
06 Connect To A Database
Locked
07 Build A Row From User Input
Locked
08 Check If Entry Already Exists
Locked
09 Introduction To SQL Joins
Locked
10 Build SQL Joins
Locked
+ 03 Creating Your First Movie Recommender System: A Comprehensive Guide to Building Basic Film Sugges 9 lectures
01 Introduction To Recommender Systems
Locked
02 How To Evaluate Recommender Systems
Locked
03 Content Based Recommendations
Locked
04 Neighborhood Based Collaborative Filtering
Locked
05 Project Preview
Locked
06 Load Data As Pandas Dataframes
Locked
07 Merge Movies And Ratings Dataframes
Locked
08 Build A Correlation Matrix
Locked
09 Test The Recommender
Locked
+ 04 Introduction to Machine Learning 9 lectures
01 What Is Machine Learning
Locked
02 Types Of Machine Learning Models
Locked
03 What Is Supervised Learning
Locked
04 What Is Unsupervised Learning
Locked
05 How Does A Machine Learning Agent Learn
Locked
06 What Is Inductive Learning
Locked
07 Performance Of A Machine Learning Algorithm
Locked
08 Handle Noise In Data
Locked
09 Powerful Tools With Machine Learning Libraries
Locked
+ 05 Mastering the Basics: Constructing a Movie Recommendation System using Machine Learning 12 lectures
01 Load Data Into Dataframes
Locked
02 Project Preview
Locked
03 Find A Recommendation Based On Different Movie Features
Locked
04 Calculate Distance Between Users
Locked
05 Find Similar Users With Euclidean Distance
Locked
06 Define Similarity Between Users
Locked
07 Find Top Similar Users
Locked
08 Recommend A Movie With A K Nearest Neighbors Classifier
Locked
09 What Is K Nearest Neighbours
Locked
10 Recommend Movies To Sample User
Locked
11 Create A Sample User For Testing
Locked
12 Recommend A Movie Based On User Similarity
Locked
+ 06 Machine Learning User Recommendations with Profiles and Items 14 lectures
01 Load Data For A Neural Network
Locked
02 Process Data For Machine Learning
Locked
03 Build Categories
Locked
04 Regression Introduction
Locked
05 What Is Regression
Locked
06 Build A Ridge Regression Model
Locked
07 Evaluate Model Error
Locked
08 Visualize Top Features Affecting Rating
Locked
09 Build A Lasso Regression Model
Locked
10 Visualize Top Features From Lasso Regression
Locked
11 Determine Which Model Is Best
Locked
12 Load Data For Machine Learning
Locked
13 Build A Singular Value Decomposition Algorithm
Locked
14 Calculate Model Error
Locked
+ 07 Build a Dense Neural Network to Recommend Movies 13 lectures
01 What Is Deep Learning
Locked
02 What Is A Neural Network
Locked
03 What Is Unsupervised Learning
Locked
04 Build A Neural Network
Locked
05 Train The Neural Network
Locked
06 Project Preview
Locked
07 Load Data Into Dataframes
Locked
08 Explore Data In Our Dataset
Locked
09 Build A Rating Pivot Table
Locked
10 Calculate Average Rating Of A Movie
Locked
11 Find Rating Averages For Every Movie In The Slice
Locked
12 Find Ratings For A Movie In Every Slice
Locked
13 Build An Average Ratings Column
Locked
+ 08 Python Chatbot Bootcamp with Pandas, NumPy and SciKit (Natural Language Processing - Build 2 Chat 8 lectures
01 What Is Natural Language Processing
Locked
02 Projects Preview
Locked
03 What Is Text Vectorization
Locked
04 Train A Vectorizer
Locked
05 Chat With The User
Locked
06 Define A Basic Intent Classifier
Locked
07 Define A Basic Generative Model
Locked
08 Test The Chatbot
Locked
+ 09 PySpark - Build DataFrames with Python, Apache Spark and SQL 12 lectures
01 What Is Apache Spark
Locked
02 Project Preview
Locked
03 What Are Resilient Distributed Datasets
Locked
04 What Is A Dataframe
Locked
05 What You'll Need
Locked
06 Start A Spark Session
Locked
07 Load Data As A CSV
Locked
08 Perform Basic Dataframe Operations
Locked
09 Format Dataframe Table
Locked
10 Perform Dataframe Math Operations
Locked
11 Perform Dataframe Queries
Locked
12 Build SQL Queries With Spark
Locked
+ 10 Scrape the Web - Python and Beautiful Soup Bootcamp 10 lectures
01 What You'll Need
Locked
02 What Is Web Scraping
Locked
03 Build An HTML Webpage To Scrape
Locked
04 Select Data Structures From A Webpage
Locked
05 Extract Urls And Text
Locked
06 Work With Tags
Locked
07 Work With Attributes
Locked
08 Add Navigation To A String
Locked
09 Navigate Html Contents
Locked
10 Find All Filter
Locked
+ 11 Build Interactive Python Dashboards with Plotly and Dash 8 lectures
01 What Is Plotly And Dash
Locked
02 Project Preview
Locked
03 What You-ll Need
Locked
04 Build A Dash App
Locked
05 Build A Graph In The Dash App
Locked
06 Load Data From Vega Datasets
Locked
07 Build The Layout
Locked
08 Build A Chart With Altair
Locked
+ 12 Python Data Analysis Bootcamp with Pandas and NLTK - Natural Language Processing 6 lectures
01 Project Preview
Locked
02 Convert CSV File To A Python List
Locked
03 Tokenize Text Data
Locked
04 Find Most Popular Lemmatized Words
Locked
05 Build Dataframes Per Part Of Speech
Locked
06 Plot Word Frequency
Locked
+ 13 Beginner Data Science and Machine Learning Bootcamp (Sentiment Analysis with Unsupervised Classif 6 lectures
01 Project Preview
Locked
02 Create A Dataset
Locked
03 Vectorize Text
Locked
04 Build A Word Cloud
Locked
05 Reduce Data Dimensionality With Principal Component Analysis
Locked
06 Perform Unsupervised Classification With K-Means Clusters
Locked
+ 14 Data Mining with Python and NumPy - Build a Video Recommender System 5 lectures
01 Project Preview
Locked
02 Build A Dataset
Locked
03 Compute Support And Confidence - If A Person Watches X, They Will Watch Y
Locked
04 Compute Support And Confidence For All Channels
Locked
05 Determine Which Videos Are Best To Recommend
Locked
Instructors
Taught by people who ship.
John Bura
Founder and CEO of Mammoth Club and Course Pro, the #1 AI-powered Learning Management System for course and content development, training and evaluation.
Ready to start building?
Join Mammoth Club and move through the course with structured lessons, previews, and certificates.