Predictive Insights: Python's Role in Stock Market Analysis
Created by Team Mammoth
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56 lectures
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Skill level
All levels
02
Sections
10
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Lectures
56
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Instructor
Team Mammoth
What's inside
This course includes.
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10
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Certificate of completion
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Mobile and desktop access
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AI learning assistance
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Course content
Curriculum & lectures.
+ Introduction to Regression 2 lectures
00 Regression Applications In Finance
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+ Predict Stocks with a Linear Regression Model 6 lectures
00 Project Preview
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01 What Is Linear Regression
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02 Preprocess Data For Machine Learning
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03 Make A Prediction With Linear Regression
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04 Visualize Model Results
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+ Predict Stocks with a Polynomial Regression Model 6 lectures
00 Project Preview
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02 Make A Prediction With A 1D Polynomial
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01 Preprocess Data For Polynomial Regression
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03 Make A Prediction With Higher Dimensionality Polynomial Regression
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04 Find Best Polynomial Model
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+ Build a Logistic Regression Model 7 lectures
00 Project Preview
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01 What Is Logistic Regression
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02 Preprocess Data For Logistic Regression
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03 Make A Prediction With Logistic Regression
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05 Analyze Model Metrics
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04 Evaluate Model Results
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+ Build an Isotonic Regression Model 6 lectures
01 What Is Isotonic Regression
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00 Project Preview
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02 Load Data For Isotonic Regression
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03 Build An Isotonic Regression Model
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04 Train And Evaluate The Model
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+ Introduction to Trees 2 lectures
00 Tree Applications In Finance
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+ Build a Decision Tree Model 5 lectures
01 Make Decisions With Decision Trees
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00 Project Preview
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02 Preprocess Data For Decision Tree Classification
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03 Build A Decision Tree
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+ Build a Random Forest Model 7 lectures
00 Project Preview
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01 What Is The Random Forest Classifier Model
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02 Preprocess Data For Random Forest Classification
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04 Visualize Feature Importance
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05 Train Model On Most Important Features
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03 Train A Random Forest Classifier
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+ Build a K Nearest Neighbors Model 7 lectures
00 Project Preview
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01B How K-Nn Works
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01A What Is K Nearest Neighbours
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03 Train A K Nearest Neighbors Classifier
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02 Preprocess Data For K Nearest Neighbors
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04 Visualize Accuracy Of Different Models
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+ Build a Clustering Classification Model 8 lectures
00 Project Preview
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01A What Is Unsupervised Learning
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01B What Is K Means Clustering
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03 Preprocess Data For Clustering
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04 Build K Means Clustering Models
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02 Load Data
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05 Visualize Clusters
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Instructors
Taught by people who ship.
Team Mammoth
Instructor
Produced by a team of Mammoth Club industry experts. Over 14 years, Mammoth Club has built a global student community in 190+ countries with 9+ million courses sold, releasing over 1,000+ courses and 5,000+ hours of video content.
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