AI Engineering Bootcamp Build, Train & Deploy Models with AWS SageMaker

1.9 GB | 18min 34s | mp4 | 1920X1080 | 16:9
Genre:eLearning |Language:English

Files Included :
01 AI Engineering Bootcamp Learn AWS SageMaker with Patrik Szepesi - Zer - 1920x1080 2055K.mp4 (17.13 MB)
02 Course Introduction - Zer - 1920x1080 278K.mp4 (17.41 MB)
03 Setting Up Our AWS Account - Zer - 1920x1080 441K.mp4 (13.03 MB)
04 Set Up IAM Roles + Best Practices - Zer - 1920x1080 484K.mp4 (23.32 MB)
05 AWS Security Best Practices - Zer - 1920x1080 468K.mp4 (21.99 MB)
06 Set Up AWS SageMaker Domain - Zer - 1920x1080 453K.mp4 (6.52 MB)
07 UI Domain Change - Zer - 1920x1080 606K.mp4 (2.46 MB)
08 Setting Up SageMaker Environment - Zer - 1920x1080 416K.mp4 (13.22 MB)
09 SageMaker Studio and Pricing - Zer - 1920x1080 429K.mp4 (28.39 MB)
10 Setup SageMaker Server + PyTorch - Zer - 1920x1080 342K.mp4 (15.82 MB)
11 HuggingFace Models, Sentiment Analysis, and AutoScaling - Zer - 1920x1080 703K.mp4 (91.79 MB)
12 Get Dataset for Multiclass Text Classification - Zer - 1920x1080 337K.mp4 (14.89 MB)
13 Creating Our AWS S3 Bucket - Zer - 1920x1080 445K.mp4 (12.07 MB)
14 Uploading Our Training Data to S3 - Zer - 1920x1080 497K.mp4 (4.61 MB)
15 Exploratory Data Analysis - Part 1 - Zer - 1920x1080 422K.mp4 (40.04 MB)
16 Exploratory Data Analysis - Part 2 - Zer - 1920x1080 323K.mp4 (13.77 MB)
17 Data Visualization and Best Practices - Zer - 1920x1080 296K.mp4 (25.99 MB)
18 Setting Up Our Training Job Notebook + Reasons to Use SageMaker - Zer - 1920x1080 457K.mp4 (55.7 MB)
19 Python Script for HuggingFace Estimator - Zer - 1920x1080 254K.mp4 (28.22 MB)
20 Creating Our Optional Experiment Notebook - Part 1 - Zer - 1920x1080 441K.mp4 (9.67 MB)
21 Creating Our Optional Experiment Notebook - Part 2 - Zer - 1920x1080 747K.mp4 (18.57 MB)
22 Encoding Categorical Labels to Numeric Values - Zer - 1920x1080 453K.mp4 (39.89 MB)
23 Understanding the Tokenization Vocabulary - Zer - 1920x1080 286K.mp4 (30.06 MB)
24 Encoding Tokens - Zer - 1920x1080 318K.mp4 (25.2 MB)
25 Practical Example of Tokenization and Encoding - Zer - 1920x1080 395K.mp4 (32.68 MB)
26 Creating Our Dataset Loader Class - Zer - 1920x1080 390K.mp4 (44.58 MB)
27 Setting Pytorch DataLoader - Zer - 1920x1080 337K.mp4 (36.75 MB)
28 Which Path Will You Take - Zer - 1920x1080 227K.mp4 (2.42 MB)
29 DistilBert vs Bert Differences - Zer - 1920x1080 234K.mp4 (7.69 MB)
30 Embeddings In A Continuous Vector Space - Zer - 1920x1080 240K.mp4 (12.86 MB)
31 Introduction To Positional Encodings - Zer - 1920x1080 229K.mp4 (8.34 MB)
32 Positional Encodings - Part 1 - Zer - 1920x1080 384K.mp4 (10.12 MB)
33 Positional Encodings - Part 2 (Even and Odd Indices) - Zer - 1920x1080 297K.mp4 (20.91 MB)
34 Why Use Sine and Cosine Functions - Zer - 1920x1080 337K.mp4 (12.22 MB)
35 Understanding the Nature of Sine and Cosine Functions - Zer - 1920x1080 419K.mp4 (26.88 MB)
36 Visualizing Positional Encodings in Sine and Cosine Graphs - Zer - 1920x1080 404K.mp4 (25.24 MB)
37 Solving the Equations to Get the Values for Positional Encodings - Zer - 1920x1080 324K.mp4 (39.19 MB)
38 Introduction to Attention Mechanism - Zer - 1920x1080 245K.mp4 (5.15 MB)
39 Query, Key and Value Matrix - Zer - 1920x1080 236K.mp4 (29.56 MB)
40 Getting Started with Our Step by Step Attention Calculation - Zer - 1920x1080 249K.mp4 (13.03 MB)
41 Calculating Key Vectors - Zer - 1920x1080 349K.mp4 (52.35 MB)
42 Query Matrix Introduction - Zer - 1920x1080 293K.mp4 (23.68 MB)
43 Calculating Raw Attention Scores - Zer - 1920x1080 295K.mp4 (48.01 MB)
44 Understanding the Mathematics Behind Dot Products and Vector Alignment - Zer - 1920x1080 328K.mp4 (31.54 MB)
45 Visualizing Raw Attention Scores in 2D - Zer - 1920x1080 310K.mp4 (12.97 MB)
46 Converting Raw Attention Scores to Probability Distributions with Softmax - Zer - 1920x1080 379K.mp4 (23.98 MB)
47 Normalization - Zer - 1920x1080 304K.mp4 (7.58 MB)
48 Understanding the Value Matrix and Value Vector - Zer - 1920x1080 296K.mp4 (21.25 MB)
49 Calculating the Final Context Aware Rich Representation for the Word River - Zer - 1920x1080 430K.mp4 (33.73 MB)
50 Understanding the Output - Zer - 1920x1080 497K.mp4 (5.35 MB)
51 Understanding Multi Head Attention - Zer - 1920x1080 345K.mp4 (30.02 MB)
52 Multi Head Attention Example and Subsequent Layers - Zer - 1920x1080 446K.mp4 (33.06 MB)
53 Masked Language Learning - Zer - 1920x1080 164K.mp4 (3.22 MB)
54 Exercise Imposter Syndrome - Zer - 1920x1080 894K.mp4 (10.49 MB)
55 Creating Our Custom Model Architecture with PyTorch - Zer - 1920x1080 293K.mp4 (37.18 MB)
56 Adding the Dropout, Linear Layer, and ReLU to Our Model - Zer - 1920x1080 317K.mp4 (33.41 MB)
57 Creating Our Accuracy Function - Zer - 1920x1080 296K.mp4 (27.98 MB)
58 Creating Our Train Function - Zer - 1920x1080 355K.mp4 (47.6 MB)
59 Finishing Our Train Function - Zer - 1920x1080 367K.mp4 (20.46 MB)
60 Setting Up the Validation Function - Zer - 1920x1080 354K.mp4 (34.91 MB)
61 Passing Parameters In SageMaker - Zer - 1920x1080 416K.mp4 (11.38 MB)
62 Setting Up Model Parameters For Training - Zer - 1920x1080 296K.mp4 (9.94 MB)
63 Understanding The Mathematics Behind Cross Entropy Loss - Zer - 1920x1080 359K.mp4 (13.68 MB)
64 Finishing Our Script py File - Zer - 1920x1080 412K.mp4 (20.76 MB)
65 Quota Increase - Zer - 1920x1080 549K.mp4 (24.8 MB)
66 Starting Our Training Job - Zer - 1920x1080 863K.mp4 (44.47 MB)
67 Debugging Our Training Job With AWS CloudWatch - Zer - 1920x1080 606K.mp4 (58.12 MB)
68 Analyzing Our Training Job Results - Zer - 1920x1080 707K.mp4 (29.74 MB)
69 Creating Our Inference Script For Our PyTorch Model - Zer - 1920x1080 324K.mp4 (19.53 MB)
70 Finishing Our PyTorch Inference Script - Zer - 1920x1080 365K.mp4 (23.4 MB)
71 Setting Up Our Deployment - Zer - 1920x1080 476K.mp4 (26 MB)
72 Deploying Our Model To A SageMaker Endpoint - Zer - 1920x1080 631K.mp4 (36.25 MB)
73 Introduction to Endpoint Load Testing - Zero To Mastery Academy - 1920x1080 213K.mp4 (7.86 MB)
74 Creating Our Test Data for Load Testing - Zero To Mastery Academy - 1920x1080 230K.mp4 (18.54 MB)
75 Upload Testing Data to S3 - Zero To Mastery Academy - 1920x1080 715K.mp4 (4.5 MB)
76 Creating Our Model for Load Testing - Zero To Mastery Academy - 1920x1080 782K.mp4 (18.79 MB)
77 Starting Our Load Test Job - Zero To Mastery Academy - 1920x1080 621K.mp4 (27.52 MB)
78 Analyze Load Test Results - Zero To Mastery Academy - 1920x1080 425K.mp4 (28.17 MB)
79 Deploying Our Endpoint - Zero To Mastery Academy - 1920x1080 538K.mp4 (14.36 MB)
80 Creating Lambda Function to Call Our Endpoint - Zero To Mastery Academy - 1920x1080 412K.mp4 (28.19 MB)
81 Setting Up Our AWS API Gateway - Zero To Mastery Academy - 1920x1080 449K.mp4 (15.86 MB)
82 Testing Our Model with Postman, API Gateway and Lambda - Zero To Mastery Academy - 1920x1080 518K.mp4 (19.98 MB)
83 Cleaning Up Resources - Zero To Mastery Academy - 1920x1080 421K.mp4 (8.29 MB)
84 Thank You! - Zero To Mastery Academy - 1920x1080 1046K.mp4 (4.25 MB)]
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