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Home » Book » End to End Machine Learning From Idea to Implementation
End to End Machine Learning From Idea to Implementation


End to End Machine Learning From Idea to Implementation
20.28 GB | 27min 25s | mp4 | 1920X1080 | 16:9

Files Included :

FileName :1 Why This Course.mp4 | Size: (10.31 MB)
FileName :2 Why Too Many Companies Fail.mp4 | Size: (14.06 MB)
FileName :4 Tips To Improve Your Course Taking Experience.mp4 | Size: (9.23 MB)
FileName :10 Git and Github – What are they.mp4 | Size: (32.43 MB)
FileName :11 Git Installation – Linux.mp4 | Size: (18.5 MB)
FileName :13 Git Installation – MacOS.mp4 | Size: (9.29 MB)
FileName :14 Github – Account creation.mp4 | Size: (42.26 MB)
FileName :15 Adding an SSH key pair to GitHub account – Linux.mp4 | Size: (36.93 MB)
FileName :16 Adding an SSH key pair to GitHub Account – MacOS.mp4 | Size: (30.39 MB)
FileName :18 Git and GitHub – Basic workflow.mp4 | Size: (114.42 MB)
FileName :19 Reverting Your Changes Back.mp4 | Size: (16.02 MB)
FileName :20 Commit History.mp4 | Size: (11.18 MB)
FileName :21 Aliases.mp4 | Size: (15.64 MB)
FileName :22 Reverting Back to a Previous Commit.mp4 | Size: (67.87 MB)
FileName :23 Git Diff.mp4 | Size: (8.06 MB)
FileName :24 Branching and Merging.mp4 | Size: (39.53 MB)
FileName :25 Pull Request and Code Review.mp4 | Size: (38.02 MB)
FileName :26 Rebase.mp4 | Size: (111.78 MB)
FileName :27 Stashing.mp4 | Size: (62.15 MB)
FileName :28 Tagging.mp4 | Size: (22.13 MB)
FileName :29 Cherry Pick.mp4 | Size: (22.94 MB)
FileName :30 Git and GitHub – Final Words.mp4 | Size: (639.06 KB)
FileName :32 What Is Docker and Why Do We Use It.mp4 | Size: (4.34 MB)
FileName :33 Installation – Linux.mp4 | Size: (31.74 MB)
FileName :34 Installation – Windows.mp4 | Size: (20.42 MB)
FileName :35 Installation – MacOS.mp4 | Size: (7.01 MB)
FileName :37 Docker Containers.mp4 | Size: (5.92 MB)
FileName :38 Docker Containers – Hands On.mp4 | Size: (120.95 MB)
FileName :39 Why Docker Is So Good.mp4 | Size: (5.13 MB)
FileName :40 Docker Images.mp4 | Size: (15.32 MB)
FileName :41 Dockerfile.mp4 | Size: (51.98 MB)
FileName :42 More about Dockerfile.mp4 | Size: (41.19 MB)
FileName :43 Persistent Data In Docker.mp4 | Size: (2.88 MB)
FileName :44 Persistent Data In Docker – Volumes – Hands On.mp4 | Size: (92.05 MB)
FileName :45 Persistent Data in Docker – Bind Mounting – Hands On.mp4 | Size: (16.62 MB)
FileName :46 Docker Compose.mp4 | Size: (8.93 MB)
FileName :47 Dockerfile Best Practices.mp4 | Size: (7.95 MB)
FileName :48 DVC – Section Introduciton.mp4 | Size: (628.18 KB)
FileName :49 Data Versioning.mp4 | Size: (142.31 MB)
FileName :50 Accessing Your Data.mp4 | Size: (69.04 MB)
FileName :54 Metrics And Experiments.mp4 | Size: (5.17 MB)
FileName :55 Hydra – Section Introduction.mp4 | Size: (3.13 MB)
FileName :56 How to Use Hydra From Command-Line.mp4 | Size: (11.4 MB)
FileName :57 Specifying A Config File.mp4 | Size: (8.81 MB)
FileName :58 More About OmegaConf.mp4 | Size: (113.67 MB)
FileName :59 Grouping Config Files.mp4 | Size: (26.92 MB)
FileName :60 Selecting Default Configs.mp4 | Size: (25.26 MB)
FileName :61 Multirun.mp4 | Size: (19.94 MB)
FileName :62 Output And Working Directory.mp4 | Size: (18.87 MB)
FileName :63 Logging.mp4 | Size: (33.36 MB)
FileName :64 Debugging.mp4 | Size: (23.01 MB)
FileName :65 Instantiate.mp4 | Size: (34.49 MB)
FileName :66 Packages.mp4 | Size: (31.55 MB)
FileName :67 A Small Project To See The Big Picture.mp4 | Size: (128.86 MB)
FileName :68 Small Project – Assignment.mp4 | Size: (4.62 MB)
FileName :69 Small Project – Assignment Solution.mp4 | Size: (105.17 MB)
FileName :70 Tab Completion.mp4 | Size: (7.72 MB)
FileName :71 Structured Configs.mp4 | Size: (3.96 MB)
FileName :72 Structured Configs Basic Usage.mp4 | Size: (16.67 MB)
FileName :73 Hierarchical Static Configuration.mp4 | Size: (29.01 MB)
FileName :76 Defaults List in Structured Configs.mp4 | Size: (13.05 MB)
FileName :77 Structured Config Schema.mp4 | Size: (70.75 MB)
FileName :78 Validating Config Parameters Using Pydantic.mp4 | Size: (28.69 MB)
FileName :79 Extending The Small Project With Structured Configs.mp4 | Size: (314 MB)
FileName :80 Extending The Small Project With Structured Configs – Course Assignment.mp4 | Size: (2.42 MB)
FileName :81 Extending The Small Project With Structured Configs – Assignment Solution.mp4 | Size: (108.67 MB)
FileName :82 Google Cloud Platform – Section Introduction.mp4 | Size: (5.42 MB)
FileName :83 How to Create An Account.mp4 | Size: (11.12 MB)
FileName :84 How to Create a Project.mp4 | Size: (10.42 MB)
FileName :85 gsutils and gcloud commands.mp4 | Size: (26.6 MB)
FileName :87 Google Cloud Storage (GCS) – Bucket Creation.mp4 | Size: (23.04 MB)
FileName :88 Google Cloud Storage (GCS) – Bucket Usage.mp4 | Size: (69.56 MB)
FileName :90 Google Compute Engine (GCE).mp4 | Size: (117.66 MB)
FileName :91 Google Compute Engine (GCE) – Quotas.mp4 | Size: (21.11 MB)
FileName :93 Firewall Rules.mp4 | Size: (62.56 MB)
FileName :94 Instance Groups.mp4 | Size: (50.46 MB)
FileName :100 Storage Types.mp4 | Size: (22.7 MB)
FileName :101 Projects.mp4 | Size: (41 MB)
FileName :102 Projects – Hands-on.mp4 | Size: (43.61 MB)
FileName :103 Models.mp4 | Size: (10.02 MB)
FileName :104 Models – Hands-on.mp4 | Size: (213.04 MB)
FileName :105 Model Registry.mp4 | Size: (5.38 MB)
FileName :96 MLFlow – Section introduction.mp4 | Size: (2.44 MB)
FileName :98 MLFlow Tracking.mp4 | Size: (11.22 MB)
FileName :99 MLFlow Tracking – Hands-on.mp4 | Size: (70.96 MB)
FileName :106 Model Registry – Hands-on.mp4 | Size: (58.2 MB)
FileName :107 Local MLFlow Setup.mp4 | Size: (115.57 MB)
FileName :109 General Overview of the Production MLFlow Architecture.mp4 | Size: (16.14 MB)
FileName :111 Backend Store Creation on GCP.mp4 | Size: (33.1 MB)
FileName :112 Tracking Server Deployment on GCP.mp4 | Size: (356.89 MB)
FileName :113 Testing the Deployed Tracking Server.mp4 | Size: (48.73 MB)
FileName :114 Dask – Section Introduction.mp4 | Size: (9.63 MB)
FileName :115 Dask DataFrame.mp4 | Size: (9.4 MB)
FileName :117 Creating and Storing Dask DataFrames.mp4 | Size: (69.07 MB)
FileName :118 Dask DataFrame – Best Practices.mp4 | Size: (35.24 MB)
FileName :119 Shuffling for GroupBy and Join.mp4 | Size: (6.41 MB)
FileName :120 Delayed.mp4 | Size: (280.8 MB)
FileName :121 Futures.mp4 | Size: (121.12 MB)
FileName :122 Scheduling.mp4 | Size: (17.64 MB)
FileName :123 Deploying Clusters – Command Line.mp4 | Size: (39.9 MB)
FileName :124 Deploying Clusters – Python API.mp4 | Size: (11.78 MB)
FileName :126 Introduction.mp4 | Size: (14.35 MB)
FileName :127 Python API.mp4 | Size: (3.57 MB)
FileName :128 Instance Template Creation.mp4 | Size: (168.01 MB)
FileName :129 Instance Group Creation.mp4 | Size: (102.98 MB)
FileName :131 Creating Configs.mp4 | Size: (169.04 MB)
FileName :132 Launching Jobs.mp4 | Size: (273 MB)
FileName :134 Usage Examples.mp4 | Size: (180.39 MB)
FileName :135 Introduction.mp4 | Size: (3.2 MB)
FileName :136 Installation And Our First App.mp4 | Size: (30.49 MB)
FileName :137 Path Parameters.mp4 | Size: (58.41 MB)
FileName :138 Query Parameters.mp4 | Size: (51.2 MB)
FileName :139 Request Body.mp4 | Size: (13.5 MB)
FileName :140 Introduction.mp4 | Size: (30.77 MB)
FileName :141 Common Widgets.mp4 | Size: (189.22 MB)
FileName :142 Caching.mp4 | Size: (200.26 MB)
FileName :143 Section Introduction.mp4 | Size: (11.32 MB)
FileName :144 Where how to get the project template.mp4 | Size: (2.17 MB)
FileName :145 What are make and Makefile.mp4 | Size: (9.43 MB)
FileName :146 make and Makefile In Practice.mp4 | Size: (27.93 MB)
FileName :150 Code Formatting Sorting Linting Type Checking.mp4 | Size: (10.2 MB)
FileName :151 Configuring Black Isort Flake8 MyPy.mp4 | Size: (35.48 MB)
FileName :152 Creating Dockerfile Template.mp4 | Size: (42.27 MB)
FileName :153 Creating Docker Compose Template.mp4 | Size: (90.06 MB)
FileName :154 gitignore and gitattributes files.mp4 | Size: (8.22 MB)
FileName :155 Makefile setup.mp4 | Size: (157.05 MB)
FileName :156 Hydra configuration setup.mp4 | Size: (100.14 MB)
FileName :157 A few changes in the template.mp4 | Size: (16.83 MB)
FileName :159 Introduction.mp4 | Size: (1.28 MB)
FileName :160 Adjusting Project Template for Data Versioning.mp4 | Size: (83.24 MB)
FileName :161 Datasets.mp4 | Size: (75.55 MB)
FileName :163 Initializing DVC.mp4 | Size: (55.43 MB)
FileName :164 Initializing DVC Storage.mp4 | Size: (26.44 MB)
FileName :165 Data Versioning.mp4 | Size: (92.4 MB)
FileName :166 Creating a New Data Version.mp4 | Size: (18.95 MB)
FileName :167 Data Versioning Course Assignment.mp4 | Size: (2.44 MB)
FileName :168 Data Versioning Course Assignment Solution.mp4 | Size: (25.76 MB)
FileName :170 Introduction.mp4 | Size: (1.02 MB)
FileName :171 Repository Creation.mp4 | Size: (90.59 MB)
FileName :172 Getting a Secret Value From GCP.mp4 | Size: (28.71 MB)
FileName :173 Creating a Secret on GCP for GitHub Access Token.mp4 | Size: (23.34 MB)
FileName :174 Getting Specific Raw Data Version.mp4 | Size: (77.46 MB)
FileName :175 Updating Config with Raw Data Parameters.mp4 | Size: (39.06 MB)
FileName :176 Exploratory Data Analysis for Dataset Readers.mp4 | Size: (190.28 MB)
FileName :177 GHC Dataset Reader.mp4 | Size: (124.29 MB)
FileName :178 JTC Dataset Reader.mp4 | Size: (173.02 MB)
FileName :179 Dataset Readers – Course Assignment – Twitter Dataset.mp4 | Size: (2.7 MB)
FileName :180 Dataset Readers – Course Assignment – Twitter Dataset – Solution.mp4 | Size: (113.97 MB)
FileName :181 Filtering Warnings.mp4 | Size: (5.02 MB)
FileName :182 Exploratory Data Analysis for Dataset Cleaners.mp4 | Size: (67.19 MB)
FileName :185 Dataset Cleaner Schemas.mp4 | Size: (139.86 MB)
FileName :186 Dataset Cleaner Configs.mp4 | Size: (46.49 MB)
FileName :191 Formatting Sorting Linting Type Checking.mp4 | Size: (88.01 MB)
FileName :192 Local Dask Cluster Setup.mp4 | Size: (156.3 MB)
FileName :193 Local Data Processing.mp4 | Size: (166.91 MB)
FileName :194 Creating Dask Cluster Config Schema.mp4 | Size: (138.9 MB)
FileName :195 Adding Firewall Rules for Dask Cluster.mp4 | Size: (59.34 MB)
FileName :196 Generating Final Config.mp4 | Size: (184.68 MB)
FileName :198 Preparing Dataset Readers for Distributed Data Processing.mp4 | Size: (158.82 MB)
FileName :199 Creating GCP Dask Cluster Config.mp4 | Size: (250.48 MB)
FileName :200 IAM and Service Account Permissioons.mp4 | Size: (81.41 MB)
FileName :201 Running Distributed Data Processing on Cloud.mp4 | Size: (98.23 MB)
FileName :202 Easily Switching Between Local and Remote Data Processing.mp4 | Size: (228.58 MB)
FileName :203 Filtering Our Dataset.mp4 | Size: (210.25 MB)
FileName :205 Introduction.mp4 | Size: (26.23 MB)
FileName :206 Generating Final Config.mp4 | Size: (83.92 MB)
FileName :207 Updating Python Dependencies.mp4 | Size: (13 MB)
FileName :209 Tokenizers Library Components.mp4 | Size: (29.92 MB)
FileName :211 Creating Config Schemas.mp4 | Size: (90.19 MB)
FileName :212 Creating Config Files and Tokenizer Training.mp4 | Size: (207.74 MB)
FileName :214 Introduction.mp4 | Size: (3.57 MB)
FileName :215 Repository Creation.mp4 | Size: (28.56 MB)
FileName :216 Updating Python Dependencies.mp4 | Size: (13.47 MB)
FileName :217 Updating Docker Compose File.mp4 | Size: (46 MB)
FileName :218 Building Docker Image.mp4 | Size: (109.54 MB)
FileName :219 Generating Final Config.mp4 | Size: (120.54 MB)
FileName :220 General Architecture.mp4 | Size: (8.36 MB)
FileName :221 A Note About Model Training Code.mp4 | Size: (1.54 MB)
FileName :222 What is PyTorch Lightning Data Module.mp4 | Size: (18.98 MB)
FileName :223 What is PyTorch Lightning Lightning Module.mp4 | Size: (35.16 MB)
FileName :224 What is PyTorch Lightning Trainer.mp4 | Size: (36 MB)
FileName :225 Architecture Details.mp4 | Size: (41.82 MB)
FileName :226 How Our Config is Going to Look Like.mp4 | Size: (9.87 MB)
FileName :227 A Note About Config Schemas.mp4 | Size: (1.64 MB)
FileName :228 Data Module Creation.mp4 | Size: (188.59 MB)
FileName :229 Data Module Practice.mp4 | Size: (92.33 MB)
FileName :230 Data Module Config Schemas.mp4 | Size: (42.17 MB)
FileName :231 Transformations.mp4 | Size: (167.25 MB)
FileName :232 Models Introduction.mp4 | Size: (17.24 MB)
FileName :233 Backbones.mp4 | Size: (41.45 MB)
FileName :234 Adapters.mp4 | Size: (386.14 MB)
FileName :235 Heads.mp4 | Size: (11.65 MB)
FileName :236 Models.mp4 | Size: (17.32 MB)
FileName :237 Model Schemas.mp4 | Size: (99.38 MB)
FileName :238 Loss Functions.mp4 | Size: (17.41 MB)
FileName :239 Schedulers.mp4 | Size: (73.05 MB)
FileName :240 Lightning Module.mp4 | Size: (357.36 MB)
FileName :241 Lightning Module Schemas.mp4 | Size: (261.64 MB)
FileName :243 Trainer Schema.mp4 | Size: (294.97 MB)
FileName :245 Setting Up Entry-point Script.mp4 | Size: (68.67 MB)
FileName :246 Creating Data Module Config.mp4 | Size: (48.33 MB)
FileName :247 Creating Backbone Config.mp4 | Size: (85.88 MB)
FileName :248 Creating Model Config.mp4 | Size: (44.51 MB)
FileName :249 Creating Task Config.mp4 | Size: (184.17 MB)
FileName :250 Creating the Final Config.mp4 | Size: (343.41 MB)
FileName :251 Resolving Problems in the Training Code.mp4 | Size: (262.52 MB)
FileName :252 Logging Parameters to MLFlow.mp4 | Size: (198.14 MB)
FileName :253 Model Exporting Theory.mp4 | Size: (110.04 MB)
FileName :254 Model Exporting Logic.mp4 | Size: (294.17 MB)
FileName :255 Model Exporting Task.mp4 | Size: (409.32 MB)
FileName :256 Evaluation Tasks.mp4 | Size: (145.16 MB)
FileName :257 Evaluation Task Schemas.mp4 | Size: (60.1 MB)
FileName :258 Model Evaluation.mp4 | Size: (162.03 MB)
FileName :259 Model Selector for Model Versioning.mp4 | Size: (361.41 MB)
FileName :260 Model Selector Schemas for Model Versioning.mp4 | Size: (41.61 MB)
FileName :261 Model Versioning.mp4 | Size: (259.36 MB)
FileName :263 Distributed Model Training – How Does it Work in General.mp4 | Size: (7.13 MB)
FileName :264 Distributed Model Training – A Reminder.mp4 | Size: (13.43 MB)
FileName :265 Distributed Model Training – Setup.mp4 | Size: (454.39 MB)
FileName :266 Distributed Model Training – Single Node Multiple GPUs.mp4 | Size: (409.08 MB)
FileName :267 Distributed Model Training – Deploying ETCD server on GCP.mp4 | Size: (188.92 MB)
FileName :268 Distirbuted Model Training – Multiple Nodes Multiple GPUs.mp4 | Size: (203.02 MB)
FileName :269 Experimentation Configs.mp4 | Size: (5.1 MB)
FileName :270 Making Our Model Better.mp4 | Size: (268.98 MB)
FileName :272 Introduction.mp4 | Size: (7.56 MB)
FileName :273 Data Processing Service.mp4 | Size: (130.67 MB)
FileName :274 Inference Service.mp4 | Size: (202.36 MB)
FileName :275 Web App Setup.mp4 | Size: (185.23 MB)
FileName :276 Streamlit App.mp4 | Size: (510.27 MB)
FileName :277 Final Words.mp4 | Size: (3.6 MB)

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