908.22 MB | 00:07:41 | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
1 Course Overview.mp4 (3.22 MB)
1 Version Check.mp4 (563.37 KB)
2 Prerequisites and Course Outline.mp4 (2.85 MB)
3 What Is Machine Learning.mp4 (10.78 MB)
4 Rule-based Systems.mp4 (6.13 MB)
5 Rule-based Systems vs ML-based Systems.mp4 (8.98 MB)
6 Traditional ML Models and Representation ML Models.mp4 (9.61 MB)
7 Traditional ML Models vs Deep Learning ML Models.mp4 (4.34 MB)
8 The Machine Learning Mindset.mp4 (7.95 MB)
9 Examples of AI in the Real World.mp4 (7.75 MB)
1 Choosing the Right Machine Learning Solution.mp4 (7.39 MB)
2 Supervised vs Unsupervised Learning.mp4 (11.2 MB)
3 Specialized ML Problems - Recommendation Systems.mp4 (7.75 MB)
4 Specialized ML Problems - Association Rules Learning.mp4 (3.45 MB)
5 Specialized ML Problems - Reinforcement Learning.mp4 (3.64 MB)
6 Identifying Characteristics of Good ML Problems.mp4 (11.18 MB)
7 Framing a Machine Learning Solution.mp4 (8.3 MB)
1 Applying ML to Text, Image, and Speech Data.mp4 (3.22 MB)
2 Applying Machine Learning to Text Data.mp4 (10.87 MB)
3 Preprocessing Text Data.mp4 (5.35 MB)
4 Applying Machine Learning to Image Data.mp4 (6.94 MB)
5 The Intuition Behind CNNs.mp4 (6.56 MB)
6 Applying Machine Learning to Speech Data.mp4 (12.49 MB)
1 Quick Overview of Linear Regression.mp4 (6.75 MB)
2 The Machine Learning Workflow.mp4 (4.62 MB)
3 Demo - Exploring and Understanding the Salary Dataset.mp4 (8.48 MB)
4 Demo - Dealing with Outliers and Missing Values.mp4 (8.14 MB)
5 Demo - Performing Simple Linear Regression.mp4 (8.65 MB)
6 Summary and Further Study.mp4 (1.78 MB)
1 Course Overview.mp4 (3.07 MB)
1 Prerequisites and Course Outline.mp4 (2.49 MB)
2 The Data Mindset.mp4 (4.09 MB)
3 Data-inspired, Data-informed, Data-driven.mp4 (10.32 MB)
4 Steps in Data-driven Decision Making.mp4 (13.47 MB)
5 Evolution of a Data-driven Organization.mp4 (9.78 MB)
6 Examples of Data-driven Decision Making.mp4 (10.56 MB)
1 Data-enabled Decision Theory.mp4 (11.9 MB)
2 Multiple Criteria Decision Making.mp4 (6.19 MB)
3 Goal Programming and Analytic Hierarchy Process.mp4 (11.05 MB)
4 Data-to-Decisions with the BADIR Framework.mp4 (10.55 MB)
5 The CRISP-DM Framework for Predictive Analytics.mp4 (8.27 MB)
6 Porters Five Forces Framework.mp4 (12.53 MB)
7 Decision Making Frameworks of Successful People.mp4 (7.67 MB)
1 Case Study - Hospitality Industry.mp4 (12.63 MB)
2 Case Study - Digital Gaming Platform.mp4 (11.8 MB)
3 Case Study - Financial Services.mp4 (9.98 MB)
5 Summary and Further Study.mp4 (2.65 MB)
1 Course Overview.mp4 (3.07 MB)
1 Steps in Hypothesis Testing.mp4 (10.12 MB)
3 Type I and Type II Errors.mp4 (6.91 MB)
4 Introducing t-tests.mp4 (6.77 MB)
5 Types of t-tests.mp4 (8.56 MB)
6 Demo - Two Sample t-test Part I.mp4 (12.07 MB)
7 Demo - Two Sample t-test Part II.mp4 (4.69 MB)
8 Demo - Paired Samples t-test.mp4 (13.31 MB)
1 Connecting the Dots with Linear Regression.mp4 (9.38 MB)
2 Setting up the Regression Problem.mp4 (6.4 MB)
3 Interpreting the Results of Regression.mp4 (5.76 MB)
4 Demo - Exploring the Dataset.mp4 (4.95 MB)
8 Summary and Further Study.mp4 (1.67 MB)
1 Course Overview.mp4 (3.21 MB)
01 Version Check.mp4 (584.5 KB)
10 Challenges of ML in Finance.mp4 (10.07 MB)
1 Managing Portfolio Risk.mp4 (3.73 MB)
2 Modeling Returns and Risk.mp4 (11.02 MB)
1 Fraud Detection - Background and Context.mp4 (9.65 MB)
3 Fraud Detection - Snorkel Labeling.mp4 (6.39 MB)
4 Fraud Detection - Methodology and Results.mp4 (11.42 MB)
1 Classification Use Cases.mp4 (2.54 MB)
2 Accuracy, Precision, and Recall.mp4 (6.67 MB)
1 Course Overview.mp4 (3.25 MB)
01 Version Check.mp4 (570.07 KB)
02 Prerequisites and Course Outline.mp4 (2.33 MB)
03 Digital Trends in Retail.mp4 (10.41 MB)
09 Machine Learning for Visual Search.mp4 (12.38 MB)
10 Challenges Applying Machine Learning in Retail.mp4 (8.47 MB)
1 Price Elasticity of Demand.mp4 (7.11 MB)
2 Price Optimization - Background and Context.mp4 (7.38 MB)
1 AI in The Supply Chain and Route Optimization.mp4 (6.61 MB)
01 Association Rules Learning.mp4 (4.46 MB)
02 Frequent Itemsets and Support.mp4 (5.55 MB)
03 Confidence, Lift, and Conviction.mp4 (3.75 MB)
04 Apriori Algorithm.mp4 (2.97 MB)
05 Demo - Data Cleaning and Preparation.mp4 (8.46 MB)
06 Demo - Data Exploration.mp4 (8.62 MB)
07 Demo - Transaction Encoding.mp4 (6.75 MB)
10 Demo - Recommending Top 5 Products.mp4 (7.1 MB)
11 Summary, References, and Further Study.mp4 (2.37 MB)
1 Course Overview.mp4 (3.26 MB)
1 Version Check.mp4 (575.01 KB)
2 Prerequisites and Course Outline.mp4 (2.83 MB)
3 AIML in Healthcare.mp4 (6.82 MB)
9 Challenges in Applying ML to Healthcare.mp4 (9.99 MB)
1 Chronic Disease Detection - Background and Context.mp4 (11.9 MB)
1 Diagnosis Using Medical Imaging - Background and Context.mp4 (11.92 MB)
2 Diagnosis Using Medical Imaging - Data and Models.mp4 (10.53 MB)
3 Diagnosis Using Medical Imaging - Results and Evaluation.mp4 (6.79 MB)
1 Classification and Regression.mp4 (3.25 MB)
6 Summary, Resources Used, and Further Study.mp4 (2.15 MB)
1 Course Overview.mp4 (3.6 MB)
1 Version Check.mp4 (574.14 KB)
2 Prerequisites and Course Outline.mp4 (2.57 MB)
3 Digital Trends in Marketing.mp4 (9.59 MB)
5 Use Cases of ML in Marketing - Price Optimization.mp4 (5.44 MB)
6 Use Cases of ML in Marketing - Personalization.mp4 (8.98 MB)
8 An Overview of Recommendation Systems.mp4 (6.97 MB)
9 Challenges and Risks of Using ML in Marketing.mp4 (10.81 MB)
1 Customer Segmentation - Background and Context.mp4 (8.41 MB)
2 Customer Segmentation - Techniques and Steps.mp4 (9.16 MB)
3 Customer Segmentation - Data and Feature Engineering.mp4 (9.38 MB)
4 Customer Segmentation - Models and Results.mp4 (7.85 MB)
1 Dynamic Pricing - Background and Methodology.mp4 (9.63 MB)
3 Dynamic Pricing - Prediction Model.mp4 (2.75 MB)
4 Dynamic Pricing - Pricing Strategies and Results.mp4 (8.8 MB)
1 An Overview of Clustering.mp4 (2.22 MB)
2 K-means Clustering.mp4 (6.59 MB)
3 Demo - Data Preparation and Cleaning.mp4 (11.49 MB)
4 Demo - Data Exploration and Visualization.mp4 (8.09 MB)
5 Demo - Standardizing and Normalizing Data.mp4 (6.58 MB)
6 Demo - Performing K-means Clustering.mp4 (6.38 MB)
7 Demo - Visualizing Clusters.mp4 (7 MB)
8 Summary, References, and Further Study.mp4 (2.19 MB)]
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