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[Udemy] Мастер-класс по современному ИИ 6 Проектов (2020) [En]
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2023-1-22 08:06
2024-12-23 19:56
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12.38 GB
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Udemy
Мастер-класс
по
современному
ИИ
6
Проектов
2020
En
文件列表
01 Introduction/001 Introduction and Welcome Message.mp4
146.56MB
01 Introduction/002 Introduction, Key Tips and Best Practices.mp4
186.36MB
01 Introduction/003 Course Outline and Key Learning Outcomes.mp4
290.95MB
03 Emotion AI/006 Project Introduction and Welcome Message.mp4
126.21MB
03 Emotion AI/007 Task #1 - Understand the Problem Statement & Business Case.mp4
182.7MB
03 Emotion AI/008 Task #2 - Import Libraries and Datasets.mp4
132.29MB
03 Emotion AI/009 Task #3 - Perform Image Visualizations.mp4
152.67MB
03 Emotion AI/010 Task #4 - Perform Images Augmentation.mp4
221.31MB
03 Emotion AI/011 Task #5 - Perform Data Normalization and Scaling.mp4
100.7MB
03 Emotion AI/012 Task #6 - Understand Artificial Neural Networks (ANNs) Theory & Intuition.mp4
390.98MB
03 Emotion AI/013 Task #7 - Understand ANNs Training & Gradient Descent Algorithm.mp4
211.33MB
03 Emotion AI/014 Task #8 - Understand Convolutional Neural Networks and ResNets.mp4
196.35MB
03 Emotion AI/015 Task #9 - Build ResNet to Detect Key Facial Points.mp4
158.18MB
03 Emotion AI/016 Task #10 - Compile and Train Facial Key Points Detector Model.mp4
85.98MB
03 Emotion AI/017 Task #11 - Assess Trained ResNet Model Performance.mp4
73.2MB
03 Emotion AI/018 Task #12 - Import and Explore Facial Expressions (Emotions) Datasets.mp4
145.17MB
03 Emotion AI/019 Task #13 - Visualize Images for Facial Expression Detection.mp4
68.52MB
03 Emotion AI/020 Task #14 - Perform Image Augmentation.mp4
89.36MB
03 Emotion AI/021 Task #15 - Build & Train a Facial Expression Classifier Model.mp4
171.99MB
03 Emotion AI/022 Task #16 - Understand Classifiers Key Performance Indicators (KPIs).mp4
203.88MB
03 Emotion AI/023 Task #17 - Assess Facial Expression Classifier Model.mp4
157.61MB
03 Emotion AI/024 Task #18 - Make Predictions from Both Models_ 1. Key Facial Points & 2. Emotion.mp4
76.44MB
03 Emotion AI/025 Task #19 - Save Trained Model for Deployment.mp4
125MB
03 Emotion AI/026 Task #20 - Serve Trained Model in TensorFlow 2.0 Serving.mp4
49.06MB
03 Emotion AI/027 Task #21 - Deploy Both Models and Make Inference.mp4
134.06MB
04 AI in Healthcare/028 Project Introduction and Welcome Message.mp4
120.31MB
04 AI in Healthcare/029 Task #1 - Understand the Problem Statement and Business Case.mp4
311.28MB
04 AI in Healthcare/030 Task #2 - Import Libraries and Datasets.mp4
186.81MB
04 AI in Healthcare/031 Task #3 - Visualize and Explore Datasets.mp4
209.72MB
04 AI in Healthcare/032 Task #4 - Understand the Intuition behind ResNet and CNNs.mp4
184.63MB
04 AI in Healthcare/033 Task #5 - Understand Theory and Intuition Behind Transfer Learning.mp4
185.95MB
04 AI in Healthcare/034 Task #6 - Train a Classifier Model To Detect Brain Tumors.mp4
352.13MB
04 AI in Healthcare/035 Task #7 - Assess Trained Classifier Model Performance.mp4
97.46MB
04 AI in Healthcare/036 Task #8 - Understand ResUnet Segmentation Models Intuition.mp4
223.89MB
04 AI in Healthcare/037 Task #9 - Build a Segmentation Model to Localize Brain Tumors.mp4
168.5MB
04 AI in Healthcare/038 Task #10 - Train ResUnet Segmentation Model.mp4
48.06MB
04 AI in Healthcare/039 Task #11 - Assess Trained ResUNet Segmentation Model Performance.mp4
196.6MB
05 AI in Business (Marketing)/040 Project Introduction and Welcome Message.mp4
96.72MB
05 AI in Business (Marketing)/041 Task #1 - Understand AI Applications in Marketing.mp4
113.54MB
05 AI in Business (Marketing)/042 Task #2 - Import Libraries and Datasets.mp4
139.59MB
05 AI in Business (Marketing)/043 Task #3 - Perform Exploratory Data Analysis (Part #1).mp4
166.08MB
05 AI in Business (Marketing)/044 Task #4 - Perform Exploratory Data Analysis (Part #2).mp4
315.8MB
05 AI in Business (Marketing)/045 Task #5 - Understand Theory and Intuition Behind K-Means Clustering Algorithm.mp4
209.93MB
05 AI in Business (Marketing)/046 Apply Elbow Method to Find the Optimal Number of Clusters.mp4
125.6MB
05 AI in Business (Marketing)/047 Task #7 - Apply K-Means Clustering Algorithm.mp4
221.21MB
05 AI in Business (Marketing)/048 Task #8 - Understand Intuition Behind Principal Component Analysis (PCA).mp4
177.12MB
05 AI in Business (Marketing)/049 Task #9 - Understand the Theory and Intuition Behind Auto-encoders.mp4
109.06MB
05 AI in Business (Marketing)/050 Task #10 - Apply Auto-encoders and Perform Clustering.mp4
206.21MB
06 AI In Business (Finance) & AutoML/051 Project Introduction and Welcome Message.mp4
118.38MB
06 AI In Business (Finance) & AutoML/053 Task #1 - Understand the Problem Statement & Business Case.mp4
187.59MB
06 AI In Business (Finance) & AutoML/054 Task #2 - Import Libraries and Datasets.mp4
63.15MB
06 AI In Business (Finance) & AutoML/055 Task #3 - Visualize and Explore Dataset.mp4
345.62MB
06 AI In Business (Finance) & AutoML/056 Task #4 - Clean Up the Data.mp4
39.26MB
06 AI In Business (Finance) & AutoML/057 Task #5 - Understand the Theory & Intuition Behind XG-Boost Algorithm.mp4
270.97MB
06 AI In Business (Finance) & AutoML/058 Task #6 - Understand XG-Boost Algorithm Key Steps.mp4
258.03MB
06 AI In Business (Finance) & AutoML/059 Task #7 - Train XG-Boost Algorithm Using Scikit-Learn.mp4
124.98MB
06 AI In Business (Finance) & AutoML/060 Task #8 - Perform Grid Search and Hyper-parameters Optimization.mp4
83.73MB
06 AI In Business (Finance) & AutoML/061 Task #9 - Understand XG-Boost in AWS SageMaker.mp4
134.06MB
06 AI In Business (Finance) & AutoML/062 Task #10 - Train XG-Boost in AWS SageMaker.mp4
190.34MB
06 AI In Business (Finance) & AutoML/063 Task #11 - Deploy Model and Make Inference.mp4
166.39MB
06 AI In Business (Finance) & AutoML/064 Task #12 - Train and Deploy Model Using AWS AutoPilot (Minimal Coding Required!).mp4
213.75MB
07 Creative AI/065 Project Introduction and Welcome Message.mp4
76.72MB
07 Creative AI/066 Task #1 - Understand the Problem Statement & Business Case.mp4
257.67MB
07 Creative AI/067 Task #2 - Import Model with Pre-trained Weights.mp4
73.45MB
07 Creative AI/068 Task #3 - Import and Merge Images.mp4
93.82MB
07 Creative AI/069 Task #4 - Run the Pre-trained Model and Explore Activations.mp4
104.96MB
07 Creative AI/070 Task #5 - Understand the Theory & Intuition Behind Deep Dream Algorithm.mp4
343.4MB
07 Creative AI/071 Task #6 - Understand The Gradient Operations in TF 2.0.mp4
33.92MB
07 Creative AI/072 Task #7 - Implement Deep Dream Algorithm Part #1.mp4
127.31MB
07 Creative AI/073 Task #8 - Implement Deep Dream Algorithm Part #2.mp4
222.01MB
07 Creative AI/074 Task #9 - Apply DeepDream Algorithm to Generate Images.mp4
103.89MB
07 Creative AI/075 Task #10 - Generate DeepDream Video.mp4
122.43MB
08 Explainable AI/076 Project Introduction and Welcome Message.mp4
82MB
09 Crash Course on AWS, S3, and SageMaker/078 What is AWS and Cloud Computing_.mp4
53.31MB
09 Crash Course on AWS, S3, and SageMaker/079 Key Machine Learning Components and AWS Tour.mp4
42.05MB
09 Crash Course on AWS, S3, and SageMaker/080 Regions and Availability Zones.mp4
57.75MB
09 Crash Course on AWS, S3, and SageMaker/081 Amazon S3.mp4
88.85MB
09 Crash Course on AWS, S3, and SageMaker/082 EC2 and Identity and Access Management (IAM).mp4
82.76MB
09 Crash Course on AWS, S3, and SageMaker/083 AWS Free Tier Account Setup and Overview.mp4
33.01MB
09 Crash Course on AWS, S3, and SageMaker/084 AWS SageMaker Overview.mp4
46.27MB
09 Crash Course on AWS, S3, and SageMaker/085 AWS SageMaker Walk-through.mp4
128.52MB
09 Crash Course on AWS, S3, and SageMaker/086 AWS SageMaker Studio Overview.mp4
47.64MB
09 Crash Course on AWS, S3, and SageMaker/087 AWS SageMaker Studio Walk-through.mp4
77.82MB
09 Crash Course on AWS, S3, and SageMaker/088 AWS SageMaker Model Deployment.mp4
133.98MB
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