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[FreeCourseLab.com] Udemy - Data Analysis Bootcamp - 21 Real World Case Studies
magnet:?xt=urn:btih:f0e2cc5a71df06affe05c9da71562fc8f2b2a4c8&dn=[FreeCourseLab.com] Udemy - Data Analysis Bootcamp - 21 Real World Case Studies
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Hash值:
f0e2cc5a71df06affe05c9da71562fc8f2b2a4c8
点击数:
189
文件大小:
6.18 GB
文件数量:
113
创建日期:
2021-11-30 23:57
最后访问:
2024-7-18 15:07
访问标签:
FreeCourseLab
com
Udemy
-
Data
Analysis
Bootcamp
-
21
Real
World
Case
Studies
文件列表详情
01 Course Introduction the Importance of Data Analysts/001 Course Introduction.mp4 97.16 MB
01 Course Introduction the Importance of Data Analysts/002 The Importance of Data Analyst.mp4 122.8 MB
01 Course Introduction the Importance of Data Analysts/003 Why Data is the new Oil.mp4 86.53 MB
01 Course Introduction the Importance of Data Analysts/004 Making Sense of Buzz Words Data Science Big Data Machine Deep Learning.mp4 44.61 MB
01 Course Introduction the Importance of Data Analysts/005 The Roles in the Data World - Analyst Engineer Scientist Statistician DevOps.mp4 30.35 MB
02 Download Code and Slides and Setup Google Colab/007 Download Course Code Slides and Setup Google Colab for your iPython Notebooks.mp4 25.79 MB
03 Python Crash Course/008 Why use Python for Data Anakytics and Data Science.mp4 19.15 MB
03 Python Crash Course/009 Python - Basic Variables.mp4 27.14 MB
03 Python Crash Course/010 Python - ArrayLists and Dictionaries.mp4 56.35 MB
03 Python Crash Course/011 Python - Conditional Statements.mp4 30.53 MB
03 Python Crash Course/012 Python - Loops.mp4 36.29 MB
03 Python Crash Course/013 Python - Functions.mp4 22.2 MB
03 Python Crash Course/014 Python - Classes.mp4 39.57 MB
04 Pandas - Data Series and Manipulation/015 Introduction to Pandas.mp4 16.12 MB
04 Pandas - Data Series and Manipulation/016 Pandas 1 - Data Series.mp4 28.5 MB
04 Pandas - Data Series and Manipulation/017 Pandas 2A - DataFrames - Index Slice Stats Finding Empty cells Filtering.mp4 131.11 MB
04 Pandas - Data Series and Manipulation/018 Pandas 2B - DataFrames - Index Slice Stats Finding Empty cells Filtering.mp4 48.6 MB
05 Pandas - Data Cleaning Aggregration/019 Pandas 3B - Data Cleaning - Alter ColomnsRows Missing Data String Operations.mp4 65.11 MB
05 Pandas - Data Cleaning Aggregration/020 Pandas 3A - Data Cleaning - Alter ColomnsRows Missing Data String Operations.mp4 142.4 MB
05 Pandas - Data Cleaning Aggregration/021 Pandas 4 - Data Aggregation - GroupBy Map Pivot Aggreate Functions.mp4 121.77 MB
06 Pandas - Feature Engineering JoinsMergeConcatenating/022 Pandas 5 - Feature Engineer Lambda and Apply.mp4 30.99 MB
06 Pandas - Feature Engineering JoinsMergeConcatenating/023 Pandas 6 - Concatenating Merging and Joinining.mp4 101.26 MB
07 Pandas - Time Series Data/024 Pandas 7 - Time Series Data.mp4 62.45 MB
08 Advanced Pandas/025 Pandas 7 - ADVANCED Operations - Iterows Vectorization and Numpy.mp4 96.77 MB
08 Advanced Pandas/026 Pandas 8 - ADVANCED Operations - More Map Zip and Apply.mp4 28.78 MB
08 Advanced Pandas/027 Pandas 9 - Advanced Operations - Parallel Processing.mp4 30.68 MB
09 Map Visualizations/028 Map Visualizations with Plotly - Cloropeths from Scratch - USA and World.mp4 95.47 MB
09 Map Visualizations/029 Map Visualizations with Plotly - Heatmaps Scatter Plots and Lines.mp4 55.54 MB
10 Statistics for Data Analysts Visualizations/030 Introduction to Statistics.mp4 22.68 MB
10 Statistics for Data Analysts Visualizations/031 Descriptive Statistics - Why Statistical Knowledge is so Important.mp4 23.42 MB
10 Statistics for Data Analysts Visualizations/032 Descriptive Statistics 1 - Exploratory Data Analysis (EDA) Visualizations.mp4 97.93 MB
10 Statistics for Data Analysts Visualizations/033 Descriptive Statistics 2 - Exploratory Data Analysis (EDA) Visualizations.mp4 40.21 MB
10 Statistics for Data Analysts Visualizations/034 Sampling Averages Variance And How to lie and Mislead with Statistics.mp4 16.65 MB
10 Statistics for Data Analysts Visualizations/035 Variance Standard Deviation and Bessels Correction.mp4 60.73 MB
10 Statistics for Data Analysts Visualizations/036 Types of Variables - Quantitive and Qualitative.mp4 35.66 MB
10 Statistics for Data Analysts Visualizations/037 Frequency Distributions.mp4 23.24 MB
10 Statistics for Data Analysts Visualizations/038 Frequency Distributions Shapes.mp4 16.77 MB
10 Statistics for Data Analysts Visualizations/039 Analyzing Frequency Distributions - What is the Best Type of Wine Red or White.mp4 74.05 MB
10 Statistics for Data Analysts Visualizations/040 Covariance Correlation - Do Amazon Google know you better than anyone else.mp4 85.46 MB
10 Statistics for Data Analysts Visualizations/041 Sampling - Sample Sizes Confidence Intervals - What Can You Trust.mp4 63.23 MB
10 Statistics for Data Analysts Visualizations/042 Mean Mode and Median - Not as Simple As Youd Think.mp4 81.66 MB
10 Statistics for Data Analysts Visualizations/043 The Normal Distribution the Central Limit Theorem.mp4 25.68 MB
10 Statistics for Data Analysts Visualizations/044 Lying with Correlations Divorce Rates in Maine caused by Margarine Consumption.mp4 10.31 MB
10 Statistics for Data Analysts Visualizations/045 Z-Scores.mp4 50.69 MB
11 Probability Theory/046 Probability - An Introduction.mp4 9.69 MB
11 Probability Theory/047 Estimating Probability.mp4 29.02 MB
11 Probability Theory/048 Addition Rule.mp4 44.83 MB
11 Probability Theory/049 Permutations Combinations.mp4 43.15 MB
11 Probability Theory/050 Bayes Theorem.mp4 46.54 MB
12 Hypothesis Testing/051 Hypothesis Testing Introduction.mp4 17.6 MB
12 Hypothesis Testing/052 Statistical Significance.mp4 51.4 MB
12 Hypothesis Testing/053 Hypothesis Testing P Value.mp4 44.37 MB
12 Hypothesis Testing/054 Hypothesis Testing Pearson Correlation.mp4 33.07 MB
13 Google Data Studio - Introduction Setup/055 All about Google Data Studio.mp4 59.56 MB
13 Google Data Studio - Introduction Setup/056 Opening Google Data Studio and Uploading Data.mp4 42.45 MB
14 Google Data Studio - Your First Dashboard/057 Your First Dashboard Part 1.mp4 100.6 MB
14 Google Data Studio - Your First Dashboard/058 Your First Dashboard Part 2.mp4 69.34 MB
14 Google Data Studio - Your First Dashboard/059 Creating New Fields.mp4 47.32 MB
15 Google Data Studio - Pivot Dynamic Tables (with Filters)/060 Pivot Tables.mp4 45.9 MB
15 Google Data Studio - Pivot Dynamic Tables (with Filters)/061 Dynamic Filtered Tables.mp4 20.82 MB
16 Google Data Studio - Scorecards and Time Comparison/062 Scorecards.mp4 34.31 MB
16 Google Data Studio - Scorecards and Time Comparison/063 Scorecards with Time Comparison.mp4 30.83 MB
17 Google Data Studio - Bar Charts Line Charts and Time Series Plots/064 Bar Charts.mp4 53.22 MB
17 Google Data Studio - Bar Charts Line Charts and Time Series Plots/065 Line Charts.mp4 46.8 MB
17 Google Data Studio - Bar Charts Line Charts and Time Series Plots/066 Time Series and Comparitive Time Series Plots.mp4 37.13 MB
18 Google Data Studio - Pie charts Donut Charts Treemaps Scatter Plots/067 Pie Charts Donut Charts and Tree Maps.mp4 29.69 MB
18 Google Data Studio - Pie charts Donut Charts Treemaps Scatter Plots/068 Scatter Plots.mp4 29.52 MB
19 Google Data Studio - Geographic Map Plots/069 Google Data Studio - Geographic Map Plots.mp4 52.14 MB
20 Google Data Studio - Bullet and Line Area Plots/070 Google Data Studio - Scatter Plots.mp4 41.03 MB
21 Google Data Studio - Sharing your Interactive Dashboards/071 Google Data Studio - Sharing your Interactive Dashboards.mp4 43.98 MB
22 Retail Sales Dashboard for Executives/072 Homework Project - Create Executive Sales Dashboard.mp4 21.05 MB
23 Introduction to Machine Learning/073 How Machine Learning enables Computers to Learn.mp4 22.49 MB
23 Introduction to Machine Learning/074 What is a Machine Learning Model.mp4 34.34 MB
23 Introduction to Machine Learning/075 Types of Machine Learning.mp4 47.3 MB
24 Linear Regressions/076 Linear Regression Introduction to Cost Functions and Gradient Descent.mp4 56.61 MB
24 Linear Regressions/077 Linear Regressions in Python from Scratch and using Sklearn.mp4 87.94 MB
24 Linear Regressions/078 Polynomial and Multivariate Linear Regression.mp4 53.69 MB
25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/079 Logistic Regression.mp4 73.92 MB
25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/080 Support Vector Machines (SVMs).mp4 38.98 MB
25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/081 Decision Trees and Random Forests the Gini Index.mp4 64.55 MB
25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/082 K-Nearest Neighbors (KNN).mp4 37.17 MB
26 Assessing Model Performance/083 Assessing Performance Confusion Matrix Precision and Recall.mp4 149.53 MB
26 Assessing Model Performance/084 Understanding the ROC and AUC Curve.mp4 46.86 MB
26 Assessing Model Performance/085 What Makes a Good Model Regularization Overfitting Generalization Outliers.mp4 122.81 MB
27 Neural Networks Overview/086 Introduction to Neural Networks.mp4 11.72 MB
27 Neural Networks Overview/087 Types of Deep Learning Algoritms CNNs RNNs LSTMs.mp4 49.51 MB
28 Unsupervised Learning/088 Introduction to Unsupervised Learning.mp4 31.84 MB
28 Unsupervised Learning/089 K-Means Clustering.mp4 65.19 MB
28 Unsupervised Learning/090 Choosing K Elbow Method Silhouette Analysis.mp4 53.74 MB
28 Unsupervised Learning/091 K-Means in Python - Choosing K using the Elbow Method Silhoutte Analysis.mp4 83.68 MB
29 Dimensionality Reduction/092 Principal Component Analysis.mp4 68.82 MB
29 Dimensionality Reduction/093 t-Distributed Stochastic Neighbor Embedding (t-SNE).mp4 38.57 MB
29 Dimensionality Reduction/094 PCA t-SNE in Python with Visualization Comparisons.mp4 35.95 MB
30 Case Study 1 - Airbnb Sydney Exploratory Data Analysis/096 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 168.06 MB
31 Case Study 2 - Retail Product Sales Analytics/097 Data Cleaning and Preparation.mp4 80.91 MB
31 Case Study 2 - Retail Product Sales Analytics/098 Sales and Revenue Analysis.mp4 86.6 MB
31 Case Study 2 - Retail Product Sales Analytics/099 Analysis per Country Repeat Customers and Items.mp4 95.43 MB
32 Case Study 3 - Marketing Analytics - What Drives Ad Performance/100 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 64.88 MB
32 Case Study 3 - Marketing Analytics - What Drives Ad Performance/101 Data Preparation and Machine Learning Modeling.mp4 78.22 MB
33 Case Study 4 - Customer Clustering for Travel Agency Customers/102 Data Exploration Description.mp4 56.06 MB
33 Case Study 4 - Customer Clustering for Travel Agency Customers/103 Simple Exploratory Data Analysis and Visualizations.mp4 71.91 MB
33 Case Study 4 - Customer Clustering for Travel Agency Customers/104 Feature Engineering.mp4 76.44 MB
33 Case Study 4 - Customer Clustering for Travel Agency Customers/105 K-Means Clustering of Customer Data.mp4 111.35 MB
33 Case Study 4 - Customer Clustering for Travel Agency Customers/106 Cluster Analysis.mp4 36.68 MB
35 Case Study 6 - Customer Lifetime Value (CLV)/108 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 54.84 MB
35 Case Study 6 - Customer Lifetime Value (CLV)/109 Customer Lifetime Value Modeling.mp4 53.91 MB
49 Case Study 20 - Predicting Insurance Premiums/123 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 85 MB
49 Case Study 20 - Predicting Insurance Premiums/124 Data Preparation and Machine Learning Modeling.mp4 113.27 MB
50 Case Study 21 AB Testing/125 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 74.9 MB
50 Case Study 21 AB Testing/126 AB Test Result Analysis.mp4 40.35 MB
50 Case Study 21 AB Testing/127 AB Testing a Worked Real Life Example - Designing an AB Test.mp4 53.48 MB
50 Case Study 21 AB Testing/128 Statistical Power and Significance.mp4 46.99 MB
50 Case Study 21 AB Testing/129 Analysis of AB Test Resutls.mp4 57.34 MB
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