Packt Machine Learning for Finance-XQZT

Another exquisit release
Packt.Machine.Learning.for.Finance-XQZT
     Title: Machine Learning for Finance
 Publisher: Packt
      Size: 5.1G (5454259332 B)
     Files: 22F
      Date: 04/23/2020
  Course #: 9781789535143
      Type: N/A
 Published: 30 Apr 2020
  Modified: N/A
       URL: www.packtpub.com/data/machine-learning-for-finance-video
    Author: N/A
  Duration: 4 hours 27 minutes
     Skill: N/A
 Exer/Code: [X]
Installation:
Unpack that shit, run that shit
Description:
Machine Learning for Finance is a perfect course for
financial professionals entering the fintech domain. It shows how to
solve some of the most common and pressing issues facing
institutions in the financial industry, from retail banks to
hedge funds. This video course focuses on Machine Learning and
covers a range of analysis tools, such as NumPy,
Matplotlib, and Pandas. It is packed full of hands-on code
simulating many of the problems and providing working
solutions. This course aims to build your confidence and the
experience to go ahead and tackle real-life problems in
financial analysis. The industry is adopting automatic,
data-driven algorithms at a rapid pace, and Machine Learning for
Finance gives you the skills you need to be at the
forefront. By the end of this course, you will be equipped with all
the tools from the world of Finance, machine learning and deep
learning essential for tackling all these pressing issues in the
area of Fintech.
 The code files to this videos is also
available on This GitHub repo:

5.1G	Machine Learning for Finance [Video]
1021M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering
81M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/01.The Course Overview.mp4
57M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/02.Visualization, EDA, and Feature Engineering of Financial Data.mp4
62M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/03.Features of the Stock Data.mp4
339M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/04.Univariate and Bivariate Analysis of Data.mp4
164M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/05.Deriving Moving Average and RSI Based Features.mp4
68M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/06.Data cleaning and Outlier Detection.mp4
158M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/07.Creating the Features and Independent Variable.mp4
96M	Machine Learning for Finance [Video]/1.Financial Data Understanding, EDA, and Feature Engineering/08.Prepare Data for Modeling.mp4
827M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model
49M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/09.Linear Regression Intuition.mp4
36M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/10.Understanding of FOREX Markets Data.mp4
207M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/11.Pre-Process FOREX Currency Data for Model Input.mp4
189M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/12.Building the Linear Regression Model.mp4
39M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/13.R-Squared and Adjusted R-Squared as a Performance Metric.mp4
89M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/14.The Testing Significance of Features by Using p-value and VIF.mp4
221M	Machine Learning for Finance [Video]/2.Predicting the FOREX Currencies by Building a Linear Model/15.Hyperparameter Tuning and Final Model Selection.mp4
479M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction
43M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/16.Decision Trees Intuition.mp4
71M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/17.Entropy and Information Gain Criterion for Tree Construction.mp4
71M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/18.Building a Decision Tree-Based Model for Predicting Stock Prices.mp4
103M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/19.Train Using Different Max Depth.mp4
37M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/20.Random Forest Intuition.mp4
87M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/21.Build a Random Forest Regressor for Predicting Stock Prices.mp4
70M	Machine Learning for Finance [Video]/3.Tree-Based Machine Learning Techniques for Stock Prediction/22.Boosting and XGBoost Based Regression Model for Stock Prediction.mp4
668M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition
106M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition/23.What a Neural Network Is.mp4
44M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition/24.Feed Forward in Neural Networks.mp4
78M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition/25.Gradient Descent in Neural Networks.mp4
75M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition/26.Back Propagation in Neural Networks.mp4
43M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition/27.Loss Function in Neural Networks.mp4
326M	Machine Learning for Finance [Video]/4.Artificial Neural Networks Basics and Intuition/28.Hyperparameters in Neural Networks.mp4
487M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks
69M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/29.Prepare Data for Ingestion into the Neural Network.mp4
49M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/30.Define the Neural Network Layers and Model.mp4
36M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/31.Visualize Keras Model by using Pydot.mp4
90M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/32.Train the Model Using Basic Parameters.mp4
21M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/33.Analyze the Model Performance Using Loss and Accuracy Curves.mp4
187M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/34.Hyperparameter Tuning of Neural Network.mp4
39M	Machine Learning for Finance [Video]/5.Stock Price Prediction by Using Artificial Neural Networks/35.Generating Predictions by Using the Trained Model.mp4
1.1G	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management
146M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/36.MPT and Stock Data Intuition.mp4
136M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/37.Random Portfolio Generation and Portfolio Volatility.mp4
73M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/38.Sharpe Ratio for Optimum Portfolio.mp4
186M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/39.Portfolio Allocation Using Sharpe Ratio and Efficient Frontier.mp4
119M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/40.Maximum Sharpe Ratio with SciPy Optimization.mp4
222M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/41.Plotting and Visualizing Efficient Frontier.mp4
168M	Machine Learning for Finance [Video]/6.Modern Portfolio Theory and Techniques for Portfolio Management/42.Final Portfolio Allocation and Visualization.mp4
523M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification
27M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/43.Softmax and Sigmoid Activation in Neural Networks.mp4
51M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/44.Categorical Cross Entropy Loss for Classification.mp4
114M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/45.Feature Engineering and Preprocess Data for Input into the Model.mp4
66M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/46.Creating the Model and the Optimizer.mp4
108M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/47.Training the Model.mp4
85M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/48.Handling Class Imbalance.mp4
75M	Machine Learning for Finance [Video]/7.Predicting Fraud in Financial Transactions by Using ANN classification/49.Evaluating the Final Model and Predict Fraud Using the Model.mp4
154M	Machine Learning for Finance [Video]/Exercise Files
154M	Machine Learning for Finance [Video]/Exercise Files/code_9781789535143.zip
5.1G	total