Complete Machine Learning Data Science Bootcamp 2023

Files Included :

1 - Course Outline.mp4 (144.53 MB)
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2 - Join Our Online Classroom.mp4 (151.62 MB)
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5 - Your First Day.mp4 (43.08 MB)
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153 - Section Overview.mp4 (7.05 MB)
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154 - Project Overview.mp4 (22.14 MB)
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155 - Project Environment Setup.mp4 (174.37 MB)
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156 - Optional Windows Project Environment Setup.mp4 (59.05 MB)
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157 - Step 14 Framework Setup.mp4 (191.34 MB)
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159 - Getting Our Tools Ready.mp4 (142.63 MB)
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160 - Exploring Our Data.mp4 (119.2 MB)
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161 - Finding Patterns.mp4 (106.68 MB)
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162 - Finding Patterns 2.mp4 (166.51 MB)
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163 - Finding Patterns 3.mp4 (249.27 MB)
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164 - Preparing Our Data For Machine Learning.mp4 (129.14 MB)
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165 - Choosing The Right Models.mp4 (175.12 MB)
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166 - Experimenting With Machine Learning Models.mp4 (100.24 MB)
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167 - TuningImproving Our Model.mp4 (179.94 MB)
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168 - Tuning Hyperparameters.mp4 (194.1 MB)
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169 - Tuning Hyperparameters 2.mp4 (188.33 MB)
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170 - Tuning Hyperparameters 3.mp4 (113.2 MB)
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172 - Evaluating Our Model.mp4 (123.07 MB)
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174 - Evaluating Our Model 2.mp4 (71.34 MB)
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175 - Evaluating Our Model 3.mp4 (112.11 MB)
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176 - Finding The Most Important Features.mp4 (223.13 MB)
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177 - Reviewing The Project.mp4 (157.18 MB)
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178 - Section Overview.mp4 (15.82 MB)
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179 - Project Overview.mp4 (26.34 MB)
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181 - Project Environment Setup.mp4 (179.25 MB)
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182 - Step 14 Framework Setup.mp4 (155.21 MB)
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183 - Exploring Our Data.mp4 (252.06 MB)
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184 - Exploring Our Data 2.mp4 (91.05 MB)
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185 - Feature Engineering.mp4 (291.02 MB)
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186 - Turning Data Into Numbers.mp4 (266.33 MB)
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187 - Filling Missing Numerical Values.mp4 (190.46 MB)
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188 - Filling Missing Categorical Values.mp4 (118.08 MB)
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189 - Fitting A Machine Learning Model.mp4 (95.91 MB)
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190 - Splitting Data.mp4 (146.4 MB)
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192 - Custom Evaluation Function.mp4 (184.37 MB)
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193 - Reducing Data.mp4 (169.1 MB)
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194 - RandomizedSearchCV.mp4 (155.85 MB)
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195 - Improving Hyperparameters.mp4 (144.53 MB)
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196 - Preproccessing Our Data.mp4 (259.34 MB)
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197 - Making Predictions.mp4 (142.39 MB)
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198 - Feature Importance.mp4 (254.58 MB)
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199 - Data Engineering Introduction.mp4 (9.69 MB)
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200 - What Is Data.mp4 (63.08 MB)
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201 - What Is A Data Engineer.mp4 (18.89 MB)
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202 - What Is A Data Engineer 2.mp4 (18.83 MB)
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203 - What Is A Data Engineer 3.mp4 (21.15 MB)
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204 - What Is A Data Engineer 4.mp4 (11.41 MB)
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205 - Types Of Databases.mp4 (41.92 MB)
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207 - Optional OLTP Databases.mp4 (124.38 MB)
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209 - Hadoop HDFS and MapReduce.mp4 (7.06 MB)
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210 - Apache Spark and Apache Flink.mp4 (4.47 MB)
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211 - Kafka and Stream Processing.mp4 (23.03 MB)
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212 - Section Overview.mp4 (10.59 MB)
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213 - Deep Learning and Unstructured Data.mp4 (67.41 MB)
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215 - Setting Up Google Colab.mp4 (136.42 MB)
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216 - Google Colab Workspace.mp4 (58.59 MB)
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217 - Uploading Project Data.mp4 (91.99 MB)
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218 - Setting Up Our Data.mp4 (76.19 MB)
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219 - Setting Up Our Data 2.mp4 (37.44 MB)
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220 - Importing TensorFlow 2.mp4 (211.05 MB)
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221 - Optional TensorFlow 20 Default Issue.mp4 (35.17 MB)
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222 - Using A GPU.mp4 (146.49 MB)
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223 - Optional GPU and Google Colab.mp4 (69.22 MB)
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224 - Optional Reloading Colab Notebook.mp4 (167.08 MB)
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225 - Loading Our Data Labels.mp4 (206.23 MB)
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226 - Preparing The Images.mp4 (243.72 MB)
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227 - Turning Data Labels Into Numbers.mp4 (195.88 MB)
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228 - Creating Our Own Validation Set.mp4 (95.17 MB)
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229 - Preprocess Images.mp4 (158.27 MB)
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230 - Preprocess Images 2.mp4 (190.68 MB)
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231 - Turning Data Into Batches.mp4 (131.91 MB)
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232 - Turning Data Into Batches 2.mp4 (266.47 MB)
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233 - Visualizing Our Data.mp4 (222.52 MB)
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234 - Preparing Our Inputs and Outputs.mp4 (84.89 MB)
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236 - Building A Deep Learning Model.mp4 (224.8 MB)
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237 - Building A Deep Learning Model 2.mp4 (192.52 MB)
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238 - Building A Deep Learning Model 3.mp4 (197.71 MB)
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239 - Building A Deep Learning Model 4.mp4 (128.71 MB)
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240 - Summarizing Our Model.mp4 (82.18 MB)
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241 - Evaluating Our Model.mp4 (116.55 MB)
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242 - Preventing Overfitting.mp4 (54.95 MB)
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243 - Training Your Deep Neural Network.mp4 (297.53 MB)
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244 - Evaluating Performance With TensorBoard.mp4 (133.4 MB)
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245 - Make And Transform Predictions.mp4 (279 MB)
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246 - Transform Predictions To Text.mp4 (229.11 MB)
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247 - Visualizing Model Predictions.mp4 (210.23 MB)
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248 - Visualizing And Evaluate Model Predictions 2.mp4 (254.23 MB)
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249 - Visualizing And Evaluate Model Predictions 3.mp4 (209.25 MB)
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250 - Saving And Loading A Trained Model.mp4 (227.22 MB)
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251 - Training Model On Full Dataset.mp4 (251.75 MB)
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252 - Making Predictions On Test Images.mp4 (245.44 MB)
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253 - Submitting Model to Kaggle.mp4 (177.01 MB)
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254 - Making Predictions On Our Images.mp4 (210.21 MB)
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256 - Section Overview.mp4 (7.64 MB)
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257 - Communicating Your Work.mp4 (13.74 MB)
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258 - Communicating With Managers.mp4 (11.04 MB)
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259 - Communicating With CoWorkers.mp4 (11.5 MB)
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260 - Weekend Project Principle.mp4 (15.02 MB)
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261 - Communicating With Outside World.mp4 (9.27 MB)
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262 - Storytelling.mp4 (6.95 MB)
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266 - What If I Dont Have Enough Experience.mp4 (312.77 MB)
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269 - JTS Learn to Learn.mp4 (10.48 MB)
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270 - JTS Start With Why.mp4 (14.38 MB)
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272 - CWD Git Github.mp4 (363.33 MB)
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273 - CWD Git Github 2.mp4 (229.22 MB)
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274 - Contributing To Open Source.mp4 (138.01 MB)
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275 - Contributing To Open Source 2.mp4 (121.11 MB)
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278 - What Is A Programming Language.mp4 (34.27 MB)
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279 - Python Interpreter.mp4 (88.52 MB)
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280 - How To Run Python Code.mp4 (61.15 MB)
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281 - Latest Version Of Python.mp4 (10.92 MB)
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282 - Our First Python Program.mp4 (34.15 MB)
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283 - Python 2 vs Python 3.mp4 (75.87 MB)
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284 - Exercise How Does Python Work.mp4 (16.72 MB)
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285 - Learning Python.mp4 (12.13 MB)
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286 - Python Data Types.mp4 (19.31 MB)
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288 - Numbers.mp4 (105.83 MB)
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289 - Math Functions.mp4 (28.45 MB)
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290 - DEVELOPER FUNDAMENTALS I.mp4 (107.47 MB)
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291 - Operator Precedence.mp4 (8.44 MB)
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293 - Optional bin and complex.mp4 (23.84 MB)
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294 - Variables.mp4 (100.02 MB)
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295 - Expressions vs Statements.mp4 (4.86 MB)
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296 - Augmented Assignment Operator.mp4 (8.55 MB)
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297 - Strings.mp4 (21.25 MB)
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298 - String Concatenation.mp4 (3.78 MB)
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299 - Type Conversion.mp4 (25.03 MB)
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300 - Escape Sequences.mp4 (13.09 MB)
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301 - Formatted Strings.mp4 (33.38 MB)
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302 - String Indexes.mp4 (25.92 MB)
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303 - Immutability.mp4 (12.78 MB)
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304 - BuiltIn Functions Methods.mp4 (91.42 MB)
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305 - Booleans.mp4 (17.67 MB)
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306 - Exercise Type Conversion.mp4 (39.31 MB)
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307 - DEVELOPER FUNDAMENTALS II.mp4 (39.61 MB)
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308 - Exercise Password Checker.mp4 (55.59 MB)
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309 - Lists.mp4 (13.13 MB)
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310 - List Slicing.mp4 (27.05 MB)
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311 - Matrix.mp4 (10.79 MB)
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312 - List Methods.mp4 (65.4 MB)
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313 - List Methods 2.mp4 (29.38 MB)
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314 - List Methods 3.mp4 (29.61 MB)
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315 - Common List Patterns.mp4 (26.57 MB)
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316 - List Unpacking.mp4 (9.38 MB)
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317 - None.mp4 (4.54 MB)
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318 - Dictionaries.mp4 (18.94 MB)
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319 - DEVELOPER FUNDAMENTALS III.mp4 (15.01 MB)
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320 - Dictionary Keys.mp4 (12.04 MB)
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321 - Dictionary Methods.mp4 (15.16 MB)
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322 - Dictionary Methods 2.mp4 (46.52 MB)
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323 - Tuples.mp4 (15.22 MB)
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324 - Tuples 2.mp4 (11.67 MB)
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325 - Sets.mp4 (39.26 MB)
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326 - Sets 2.mp4 (71.08 MB)
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327 - Breaking The Flow.mp4 (12.8 MB)
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328 - Conditional Logic.mp4 (92.92 MB)
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329 - Indentation In Python.mp4 (22.14 MB)
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330 - Truthy vs Falsey.mp4 (73.85 MB)
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331 - Ternary Operator.mp4 (12.64 MB)
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332 - Short Circuiting.mp4 (12.35 MB)
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333 - Logical Operators.mp4 (25.6 MB)
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334 - Exercise Logical Operators.mp4 (37.27 MB)
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335 - is vs.mp4 (22.55 MB)
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336 - For Loops.mp4 (25.44 MB)
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337 - Iterables.mp4 (54.49 MB)
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338 - Exercise Tricky Counter.mp4 (14.25 MB)
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339 - range.mp4 (34.45 MB)
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340 - enumerate.mp4 (17.81 MB)
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341 - While Loops.mp4 (21.24 MB)
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342 - While Loops 2.mp4 (16.93 MB)
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343 - break continue pass.mp4 (14.25 MB)
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344 - Our First GUI.mp4 (79.74 MB)
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345 - DEVELOPER FUNDAMENTALS IV.mp4 (41.59 MB)
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346 - Exercise Find Duplicates.mp4 (15.94 MB)
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347 - Functions.mp4 (27 MB)
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348 - Parameters and Arguments.mp4 (17.6 MB)
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349 - Default Parameters and Keyword Arguments.mp4 (29.32 MB)
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350 - return.mp4 (57.12 MB)
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352 - Methods vs Functions.mp4 (52.1 MB)
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353 - Docstrings.mp4 (15.84 MB)
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354 - Clean Code.mp4 (13.18 MB)
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355 - args and kwargs.mp4 (33.33 MB)
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356 - Exercise Functions.mp4 (16.51 MB)
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357 - Scope.mp4 (12.61 MB)
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358 - Scope Rules.mp4 (23.8 MB)
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359 - global Keyword.mp4 (33.56 MB)
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360 - nonlocal Keyword.mp4 (14.65 MB)
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361 - Why Do We Need Scope.mp4 (16.16 MB)
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362 - Pure Functions.mp4 (60.64 MB)
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363 - map.mp4 (48.46 MB)
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364 - filter.mp4 (15.11 MB)
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365 - zip.mp4 (16.11 MB)
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366 - reduce.mp4 (66.08 MB)
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367 - List Comprehensions.mp4 (39.13 MB)
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368 - Set Comprehensions.mp4 (26.8 MB)
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369 - Exercise Comprehensions.mp4 (14.73 MB)
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371 - Modules in Python.mp4 (169.06 MB)
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373 - Optional PyCharm.mp4 (65.49 MB)
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374 - Packages in Python.mp4 (109.64 MB)
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375 - Different Ways To Import.mp4 (39.25 MB)
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10 - How Did We Get Here.mp4 (55.58 MB)
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11 - Exercise YouTube Recommendation Engine.mp4 (13.06 MB)
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12 - Types of Machine Learning.mp4 (14.97 MB)
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14 - What Is Machine Learning Round 2.mp4 (19.07 MB)
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15 - Section Review.mp4 (4.04 MB)
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6 - What Is Machine Learning.mp4 (29.9 MB)
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7 - AIMachine LearningData Science.mp4 (22.73 MB)
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8 - ZTM Resources.mp4 (79.72 MB)
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9 - Exercise Machine Learning Playground.mp4 (65.5 MB)
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380 - Thank You.mp4 (15.5 MB)
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17 - Section Overview.mp4 (9.58 MB)
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18 - Introducing Our Framework.mp4 (7.71 MB)
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19 - 6 Step Machine Learning Framework.mp4 (15.22 MB)
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20 - Types of Machine Learning Problems.mp4 (32.95 MB)
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21 - Types of Data.mp4 (33.34 MB)
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22 - Types of Evaluation.mp4 (9.71 MB)
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23 - Features In Data.mp4 (29 MB)
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24 - Modelling Splitting Data.mp4 (20.09 MB)
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25 - Modelling Picking the Model.mp4 (13.01 MB)
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26 - Modelling Tuning.mp4 (9.25 MB)
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27 - Modelling Comparison.mp4 (27.14 MB)
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29 - Experimentation.mp4 (18.83 MB)
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30 - Tools We Will Use.mp4 (23.98 MB)
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32 - The 2 Paths.mp4 (6.94 MB)
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35 - Section Overview.mp4 (3.91 MB)
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36 - Introducing Our Tools.mp4 (16.37 MB)
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37 - What is Conda.mp4 (7.34 MB)
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38 - Conda Environments.mp4 (28.65 MB)
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39 - Mac Environment Setup.mp4 (261.92 MB)
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40 - Mac Environment Setup 2.mp4 (223.27 MB)
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41 - Windows Environment Setup.mp4 (59.15 MB)
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42 - Windows Environment Setup 2.mp4 (417.54 MB)
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45 - Jupyter Notebook Walkthrough.mp4 (102.3 MB)
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46 - Jupyter Notebook Walkthrough 2.mp4 (174.87 MB)
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47 - Jupyter Notebook Walkthrough 3.mp4 (127.7 MB)
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48 - Section Overview.mp4 (7.8 MB)
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50 - Pandas Introduction.mp4 (17.84 MB)
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51 - Series Data Frames and CSVs.mp4 (165.75 MB)
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53 - Describing Data with Pandas.mp4 (112.17 MB)
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54 - Selecting and Viewing Data with Pandas.mp4 (106.3 MB)
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55 - Selecting and Viewing Data with Pandas Part 2.mp4 (186.87 MB)
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56 - Manipulating Data.mp4 (180.41 MB)
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57 - Manipulating Data 2.mp4 (155.61 MB)
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58 - Manipulating Data 3.mp4 (137.23 MB)
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60 - How To Download The Course Assignments.mp4 (120.33 MB)
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61 - Section Overview.mp4 (22.49 MB)
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62 - NumPy Introduction.mp4 (21.52 MB)
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64 - NumPy DataTypes and Attributes.mp4 (114.03 MB)
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65 - Creating NumPy Arrays.mp4 (77.68 MB)
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66 - NumPy Random Seed.mp4 (61.67 MB)
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67 - Viewing Arrays and Matrices.mp4 (103.66 MB)
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68 - Manipulating Arrays.mp4 (119.17 MB)
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69 - Manipulating Arrays 2.mp4 (116.07 MB)
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70 - Standard Deviation and Variance.mp4 (35.74 MB)
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71 - Reshape and Transpose.mp4 (91.5 MB)
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72 - Dot Product vs Element Wise.mp4 (122.81 MB)
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73 - Exercise Nut Butter Store Sales.mp4 (155.05 MB)
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74 - Comparison Operators.mp4 (38.34 MB)
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75 - Sorting Arrays.mp4 (20.18 MB)
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76 - Turn Images Into NumPy Arrays.mp4 (164.89 MB)
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77 - Exercise Imposter Syndrome.mp4 (53.8 MB)
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80 - Section Overview.mp4 (6.06 MB)
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81 - Matplotlib Introduction.mp4 (34.92 MB)
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82 - Importing And Using Matplotlib.mp4 (146.91 MB)
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83 - Anatomy Of A Matplotlib Figure.mp4 (119.47 MB)
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84 - Scatter Plot And Bar Plot.mp4 (95.78 MB)
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85 - Histograms And Subplots.mp4 (117.24 MB)
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86 - Subplots Option 2.mp4 (54.46 MB)
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87 - Quick Tip Data Visualizations.mp4 (8.37 MB)
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88 - Plotting From Pandas DataFrames.mp4 (109.82 MB)
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90 - Plotting From Pandas DataFrames 2.mp4 (176.96 MB)
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91 - Plotting from Pandas DataFrames 3.mp4 (127.44 MB)
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92 - Plotting from Pandas DataFrames 4.mp4 (53.31 MB)
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93 - Plotting from Pandas DataFrames 5.mp4 (93.01 MB)
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94 - Plotting from Pandas DataFrames 6.mp4 (121.39 MB)
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95 - Plotting from Pandas DataFrames 7.mp4 (63.39 MB)
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96 - Customizing Your Plots.mp4 (161.48 MB)
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97 - Customizing Your Plots 2.mp4 (235.48 MB)
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98 - Saving And Sharing Your Plots.mp4 (92.86 MB)
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100 - Section Overview.mp4 (8.7 MB)
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101 - Scikitlearn Introduction.mp4 (26.78 MB)
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103 - Refresher What Is Machine Learning.mp4 (33.66 MB)
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105 - Scikitlearn Cheatsheet.mp4 (139.86 MB)
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106 - Typical scikitlearn Workflow.mp4 (336.69 MB)
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107 - Optional Debugging Warnings In Jupyter.mp4 (322.27 MB)
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108 - Getting Your Data Ready Splitting Your Data.mp4 (109.19 MB)
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109 - Quick Tip Clean Transform Reduce.mp4 (20.33 MB)
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110 - Getting Your Data Ready Convert Data To Numbers.mp4 (237.46 MB)
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112 - Getting Your Data Ready Handling Missing Values With Pandas.mp4 (187.04 MB)
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115 - Getting Your Data Ready Handling Missing Values With Scikitlearn.mp4 (242.27 MB)
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116 - NEW Choosing The Right Model For Your Data.mp4 (354.22 MB)
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117 - NEW Choosing The Right Model For Your Data 2 Regression.mp4 (240.25 MB)
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119 - Quick Tip How ML Algorithms Work.mp4 (10.96 MB)
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120 - Choosing The Right Model For Your Data 3 Classification.mp4 (216.78 MB)
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121 - Fitting A Model To The Data.mp4 (101.09 MB)
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122 - Making Predictions With Our Model.mp4 (118.23 MB)
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123 - predict vs predictproba.mp4 (66.77 MB)
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124 - NEW Making Predictions With Our Model Regression.mp4 (146.18 MB)
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125 - NEW Evaluating A Machine Learning Model Score Part 1.mp4 (61.38 MB)
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126 - NEW Evaluating A Machine Learning Model Score Part 2.mp4 (115.47 MB)
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127 - Evaluating A Machine Learning Model 2 Cross Validation.mp4 (142.71 MB)
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128 - Evaluating A Classification Model 1 Accuracy.mp4 (52.61 MB)
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129 - Evaluating A Classification Model 2 ROC Curve.mp4 (113.92 MB)
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130 - Evaluating A Classification Model 3 ROC Curve.mp4 (85.61 MB)
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132 - Evaluating A Classification Model 4 Confusion Matrix.mp4 (136.48 MB)
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133 - NEW Evaluating A Classification Model 5 Confusion Matrix.mp4 (232.42 MB)
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134 - Evaluating A Classification Model 6 Classification Report.mp4 (151.54 MB)
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135 - NEW Evaluating A Regression Model 1 R2 Score.mp4 (181.46 MB)
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136 - NEW Evaluating A Regression Model 2 MAE.mp4 (74.22 MB)
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137 - NEW Evaluating A Regression Model 3 MSE.mp4 (161.91 MB)
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139 - NEW Evaluating A Model With Cross Validation and Scoring Parameter.mp4 (410.96 MB)
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140 - NEW Evaluating A Model With Scikitlearn Functions.mp4 (241.76 MB)
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141 - Improving A Machine Learning Model.mp4 (161.6 MB)
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142 - Tuning Hyperparameters.mp4 (310.69 MB)
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143 - Tuning Hyperparameters 2.mp4 (202.9 MB)
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144 - Tuning Hyperparameters 3.mp4 (212.6 MB)
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146 - Quick Tip Correlation Analysis.mp4 (30.93 MB)
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147 - Saving And Loading A Model.mp4 (91.61 MB)
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148 - Saving And Loading A Model 2.mp4 (86.09 MB)
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149 - Putting It All Together.mp4 (261.83 MB)
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150 - Putting It All Together 2.mp4 (211.7 MB)
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