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343
- 002 Machine Learning Demo Get Excited jKK8 gitir
- 004 How to use the ML A Z folder Google Colab N2mv gitir
- 005 Installing R and R Studio Mac Linux Windows QBWv gitir
- 008 The Machine Learning process xjrq gitir
- 009 Splitting the data into a Training and Test set fX8F gitir
- 010 Feature Scaling QLs3 gitir
- 011 Getting Started Step 1 cLv5 gitir
- 012 Getting Started Step 2 8TJd gitir
- 013 Importing the Libraries 8mcU gitir
- 014 Importing the Dataset Step 1 jUqV gitir
- 015 Importing the Dataset Step 2 Ifgm gitir
- 016 Importing the Dataset Step 3 ogHV gitir
- 019 Taking care of Missing Data Step 1 23yc gitir
- 020 Taking care of Missing Data Step 2 kD3x gitir
- 022 Encoding Categorical Data Step 1 w0qQ gitir
- 023 Encoding Categorical Data Step 2 En8l gitir
- 024 Encoding Categorical Data Step 3 Yi3E gitir
- 026 Splitting the dataset into the Training set and Test set Step 1 F89Q gitir
- 027 Splitting the dataset into the Training set and Test set Step 2 DDWa gitir
- 028 Splitting the dataset into the Training set and Test set Step 3 iioU gitir
- 030 Feature Scaling Step 1 XQSS gitir
- 031 Feature Scaling Step 2 zuVQ gitir
- 032 Feature Scaling Step 3 NYOO gitir
- 033 Feature Scaling Step 4 553y gitir
- 035 Getting Started mmDw gitir
- 036 Dataset Description keAE gitir
- 037 Importing the Dataset qF9U gitir
- 038 Taking care of Missing Data AalG gitir
- 039 Encoding Categorical Data R4Yh gitir
- 040 Splitting the dataset into the Training set and Test set Step 1 xLz0 gitir
- 041 Splitting the dataset into the Training set and Test set Step 2 FjCr gitir
- 042 Feature Scaling Step 1 5frC gitir
- 043 Feature Scaling Step 2 qQIP gitir
- 044 Data Preprocessing Template YBgN gitir
- 047 Simple Linear Regression Intuition 3erp gitir
- 048 Ordinary Least Squares Tmgh gitir
- 049 Simple Linear Regression in Python Step 1a Roec gitir
- 050 Simple Linear Regression in Python Step 1b Uc8x gitir
- 051 Simple Linear Regression in Python Step 2a NSGB gitir
- 052 Simple Linear Regression in Python Step 2b MFeh gitir
- 053 Simple Linear Regression in Python Step 3 bx8U gitir
- 054 Simple Linear Regression in Python Step 4a HRaT gitir
- 055 Simple Linear Regression in Python Step 4b YIXX gitir
- 057 Simple Linear Regression in R Step 1 F94q gitir
- 058 Simple Linear Regression in R Step 2 MTzH gitir
- 059 Simple Linear Regression in R Step 3 C73K gitir
- 060 Simple Linear Regression in R Step 4a pZTz gitir
- 061 Simple Linear Regression in R Step 4b 9ZBE gitir
- 063 Dataset Business Problem Description tixm gitir
- 064 Multiple Linear Regression Intuition NZdC gitir
- 065 Assumptions of Linear Regression rsJX gitir
- 066 Multiple Linear Regression Intuition Step 3 1E2p gitir
- 067 Multiple Linear Regression Intuition Step 4 bIpm gitir
- 068 Understanding the P Value 4rcr gitir
- 069 Multiple Linear Regression Intuition Step 5 5lSO gitir
- 070 Multiple Linear Regression in Python Step 1a 8uyM gitir
- 071 Multiple Linear Regression in Python Step 1b QIyU gitir
- 072 Multiple Linear Regression in Python Step 2a fFbm gitir
- 073 Multiple Linear Regression in Python Step 2b pW8A gitir
- 074 Multiple Linear Regression in Python Step 3a dYL0 gitir
- 075 Multiple Linear Regression in Python Step 3b 7nxy gitir
- 076 Multiple Linear Regression in Python Step 4a z7vJ gitir
- 077 Multiple Linear Regression in Python Step 4b u4ZK gitir
- 080 Multiple Linear Regression in R Step 1a ASgh gitir
- 081 Multiple Linear Regression in R Step 1b 5l0q gitir
- 082 Multiple Linear Regression in R Step 2a lHmT gitir
- 083 Multiple Linear Regression in R Step 2b hlOW gitir
- 084 Multiple Linear Regression in R Step 3 i2w6 gitir
- 085 Multiple Linear Regression in R Backward Elimination HOMEWORK cSEi gitir
- 086 Multiple Linear Regression in R Backward Elimination Homework Solution caxv gitir
- 087 Multiple Linear Regression in R Automatic Backward Elimination rlSd gitir
- 090 Polynomial Regression in Python Step 1a QFpD gitir
- 091 Polynomial Regression in Python Step 1b hJ8z gitir
- 092 Polynomial Regression in Python Step 2a 7CzM gitir
- 093 Polynomial Regression in Python Step 2b zoFu gitir
- 094 Polynomial Regression in Python Step 3a O5HG gitir
- 095 Polynomial Regression in Python Step 3b aMap gitir
- 096 Polynomial Regression in Python Step 4a kSJh gitir
- 097 Polynomial Regression in Python Step 4b 0Bup gitir
- 098 Polynomial Regression in R Step 1a fGvB gitir
- 099 Polynomial Regression in R Step 1b p9sG gitir
- 100 Polynomial Regression in R Step 2a aXJd gitir
- 101 Polynomial Regression in R Step 2b GS1I gitir
- 102 Polynomial Regression in R Step 3a Osk4 gitir
- 103 Polynomial Regression in R Step 3b Qmyv gitir
- 104 Polynomial Regression in R Step 3c 9IqG gitir
- 105 Polynomial Regression in R Step 4a WHe0 gitir
- 106 Polynomial Regression in R Step 4b DfVR gitir
- 107 R Regression Template Step 1 2rU7 gitir
- 108 R Regression Template Step 2 X3yU gitir
- 110 SVR Intuition Updated hftT gitir
- 111 Heads up on non linear SVR vTwf gitir
- 112 SVR in Python Step 1a gVgl gitir
- 113 SVR in Python Step 1b R2tj gitir
- 114 SVR in Python Step 2a phKp gitir
- 115 SVR in Python Step 2b Hkxv gitir
- 116 SVR in Python Step 2c Xb60 gitir
- 117 SVR in Python Step 3 c5Ez gitir
- 118 SVR in Python Step 4 ZjgZ gitir
- 119 SVR in Python Step 5a Ctzw gitir
- 120 SVR in Python Step 5b Smf3 gitir
- 121 SVR in R Step 1 2J1M gitir
- 122 SVR in R Step 2 XCt6 gitir
- 124 Decision Tree Regression Intuition G74o gitir
- 125 Decision Tree Regression in Python Step 1a osxH gitir
- 126 Decision Tree Regression in Python Step 1b 9AcW gitir
- 127 Decision Tree Regression in Python Step 2 1Ol1 gitir
- 128 Decision Tree Regression in Python Step 3 88Rs gitir
- 129 Decision Tree Regression in Python Step 4 6bK8 gitir
- 130 Decision Tree Regression in R Step 1 Lefn gitir
- 131 Decision Tree Regression in R Step 2 H9OV gitir
- 132 Decision Tree Regression in R Step 3 eGfI gitir
- 133 Decision Tree Regression in R Step 4 ITRZ gitir
- 135 Random Forest Regression Intuition 3f2I gitir
- 136 Random Forest Regression in Python Step 1 hzrP gitir
- 137 Random Forest Regression in Python Step 2 HN1f gitir
- 138 Random Forest Regression in R Step 1 ml7z gitir
- 139 Random Forest Regression in R Step 2 gKw1 gitir
- 140 Random Forest Regression in R Step 3 sX3z gitir
- 142 R Squared Intuition 2cpQ gitir
- 143 Adjusted R Squared Intuition 4ExZ gitir
- 146 Preparation of the Regression Code Templates Step 1 u3PK gitir
- 147 Preparation of the Regression Code Templates Step 2 GZYn gitir
- 148 Preparation of the Regression Code Templates Step 3 pDHp gitir
- 149 Preparation of the Regression Code Templates Step 4 H0Kv gitir
- 150 THE ULTIMATE DEMO OF THE POWERFUL REGRESSION CODE TEMPLATES IN ACTION STEP 1 U9jq gitir
- 151 THE ULTIMATE DEMO OF THE POWERFUL REGRESSION CODE TEMPLATES IN ACTION STEP 2 Jq6V gitir
- 153 Evaluating Regression Models Performance Homework s Final Part u0VW gitir
- 154 Interpreting Linear Regression Coefficients FzYn gitir
- 157 What is Classification N4Fv gitir
- 158 Logistic Regression Intuition eIqV gitir
- 159 Maximum Likelihood yFp5 gitir
- 160 Logistic Regression in Python Step 1a a2bS gitir
- 161 Logistic Regression in Python Step 1b DqwE gitir
- 162 Logistic Regression in Python Step 2a gNkL gitir
- 163 Logistic Regression in Python Step 2b RRe5 gitir
- 164 Logistic Regression in Python Step 3a 84mL gitir
- 165 Logistic Regression in Python Step 3b WMi3 gitir
- 166 Logistic Regression in Python Step 4a bsgc gitir
- 167 Logistic Regression in Python Step 4b 7sxX gitir
- 168 Logistic Regression in Python Step 5 Gdah gitir
- 169 Logistic Regression in Python Step 6a HKiK gitir
- 170 Logistic Regression in Python Step 6b D8cT gitir
- 171 Logistic Regression in Python Step 7a NqsI gitir
- 172 Logistic Regression in Python Step 7b AEDJ gitir
- 173 Logistic Regression in Python Step 7c 2PQw gitir
- 175 Logistic Regression in R Step 1 Rwj9 gitir
- 176 Logistic Regression in R Step 2 iEZC gitir
- 177 Logistic Regression in R Step 3 a4HY gitir
- 178 Logistic Regression in R Step 4 BybG gitir
- 180 Logistic Regression in R Step 5a sr9y gitir
- 181 Logistic Regression in R Step 5b bTAJ gitir
- 182 Logistic Regression in R Step 5c imVz gitir
- 184 R Classification Template or1s gitir
- 188 K Nearest Neighbor Intuition XKQI gitir
- 189 K NN in Python Step 1 YYPR gitir
- 190 K NN in Python Step 2 dGEu gitir
- 191 K NN in Python Step 3 L2F5 gitir
- 192 K NN in R Step 1 jezs gitir
- 193 K NN in R Step 2 sxFR gitir
- 194 K NN in R Step 3 rhof gitir
- 196 SVM Intuition UaAQ gitir
- 197 SVM in Python Step 1 nGmu gitir
- 198 SVM in Python Step 2 WCxE gitir
- 199 SVM in Python Step 3 EG80 gitir
- 200 SVM in R Step 1 Xxq9 gitir
- 201 SVM in R Step 2 6DWj gitir
- 203 Kernel SVM Intuition Ijlg gitir
- 204 Mapping to a higher dimension JMcP gitir
- 205 The Kernel Trick zBsB gitir
- 206 Types of Kernel Functions pKTR gitir
- 207 Non Linear Kernel SVR Advanced hCqn gitir
- 208 Kernel SVM in Python Step 1 tom2 gitir
- 209 Kernel SVM in Python Step 2 OeLt gitir
- 210 Kernel SVM in R Step 1 GS7w gitir
- 211 Kernel SVM in R Step 2 QAuT gitir
- 212 Kernel SVM in R Step 3 azDw gitir
- 214 Bayes Theorem fRAi gitir
- 215 Naive Bayes Intuition EJGT gitir
- 216 Naive Bayes Intuition Challenge Reveal ppAg gitir
- 217 Naive Bayes Intuition Extras u3FV gitir
- 218 Naive Bayes in Python Step 1 B2jK gitir
- 219 Naive Bayes in Python Step 2 nFlO gitir
- 220 Naive Bayes in Python Step 3 IEEU gitir
- 221 Naive Bayes in R Step 1 499w gitir
- 222 Naive Bayes in R Step 2 Sq75 gitir
- 223 Naive Bayes in R Step 3 ZEO0 gitir
- 225 Decision Tree Classification Intuition E4AP gitir
- 226 Decision Tree Classification in Python Step 1 BOCL gitir
- 227 Decision Tree Classification in Python Step 2 P8RC gitir
- 228 Decision Tree Classification in R Step 1 VOGE gitir
- 229 Decision Tree Classification in R Step 2 ej79 gitir
- 230 Decision Tree Classification in R Step 3 zPUB gitir
- 232 Random Forest Classification Intuition 009r gitir
- 233 Random Forest Classification in Python Step 1 uoXQ gitir
- 234 Random Forest Classification in Python Step 2 mkEO gitir
- 235 Random Forest Classification in R Step 1 sVcF gitir
- 236 Random Forest Classification in R Step 2 tDgD gitir
- 237 Random Forest Classification in R Step 3 cNCi gitir
- 240 Confusion Matrix Accuracy Ratios TfPW gitir
- 241 ULTIMATE DEMO OF THE POWERFUL CLASSIFICATION CODE TEMPLATES IN ACTION STEP 1 gW3m gitir
- 242 ULTIMATE DEMO OF THE POWERFUL CLASSIFICATION CODE TEMPLATES IN ACTION STEP 2 TW0r gitir
- 243 ULTIMATE DEMO OF THE POWERFUL CLASSIFICATION CODE TEMPLATES IN ACTION STEP 3 LVOg gitir
- 244 ULTIMATE DEMO OF THE POWERFUL CLASSIFICATION CODE TEMPLATES IN ACTION STEP 4 zeYC gitir
- 245 False Positives False Negatives oey8 gitir
- 246 Accuracy Paradox yelU gitir
- 247 CAP Curve NC4f gitir
- 248 CAP Curve Analysis 0wXS gitir
- 252 What is Clustering Supervised vs Unsupervised Learning gAXY gitir
- 253 K Means Clustering Intuition vfab gitir
- 254 The Elbow Method KOGR gitir
- 255 K Means FaeS gitir
- 256 K Means Clustering in Python Step 1a jgyE gitir
- 257 K Means Clustering in Python Step 1b BXbP gitir
- 258 K Means Clustering in Python Step 2a rsFZ gitir
- 259 K Means Clustering in Python Step 2b re7D gitir
- 260 K Means Clustering in Python Step 3a dyUJ gitir
- 261 K Means Clustering in Python Step 3b TL7j gitir
- 262 K Means Clustering in Python Step 3c UWsV gitir
- 263 K Means Clustering in Python Step 4 IbEu gitir
- 264 K Means Clustering in Python Step 5a V6iH gitir
- 265 K Means Clustering in Python Step 5b N36F gitir
- 266 K Means Clustering in Python Step 5c kdmz gitir
- 267 K Means Clustering in R Step 1 wz6i gitir
- 268 K Means Clustering in R Step 2 Rl77 gitir
- 270 Hierarchical Clustering Intuition VTYA gitir
- 271 Hierarchical Clustering How Dendrograms Work rtJG gitir
- 272 Hierarchical Clustering Using Dendrograms IKm8 gitir
- 273 Hierarchical Clustering in Python Step 1 JNBD gitir
- 274 Hierarchical Clustering in Python Step 2a Q4BY gitir
- 275 Hierarchical Clustering in Python Step 2b Xd9U gitir
- 276 Hierarchical Clustering in Python Step 2c eMgF gitir
- 277 Hierarchical Clustering in Python Step 3a uNnz gitir
- 278 Hierarchical Clustering in Python Step 3b 5GOg gitir
- 279 Hierarchical Clustering in R Step 1 FNhb gitir
- 280 Hierarchical Clustering in R Step 2 WeDv gitir
- 281 Hierarchical Clustering in R Step 3 M2lr gitir
- 282 Hierarchical Clustering in R Step 4 yldH gitir
- 283 Hierarchical Clustering in R Step 5 GfFi gitir
- 287 Apriori Intuition ZAwy gitir
- 288 Apriori in Python Step 1 P4AZ gitir
- 289 Apriori in Python Step 2 JZE4 gitir
- 290 Apriori in Python Step 3 HETe gitir
- 291 Apriori in Python Step 4 nHKf gitir
- 292 Apriori in R Step 1 bcEm gitir
- 293 Apriori in R Step 2 avld gitir
- 294 Apriori in R Step 3 6SIu gitir
- 296 Eclat Intuition 3894 gitir
- 297 Eclat in Python sFqX gitir
- 298 Eclat in R aXZy gitir
- 301 The Multi Armed Bandit Problem ipuq gitir
- 302 Upper Confidence Bound UCB Intuition Okld gitir
- 303 Upper Confidence Bound in Python Step 1 rmwg gitir
- 304 Upper Confidence Bound in Python Step 2 rV1V gitir
- 305 Upper Confidence Bound in Python Step 3 ACMn gitir
- 306 Upper Confidence Bound in Python Step 4 OUMB gitir
- 307 Upper Confidence Bound in Python Step 5 4Rzo gitir
- 308 Upper Confidence Bound in Python Step 6 DArq gitir
- 309 Upper Confidence Bound in Python Step 7 Epz9 gitir
- 310 Upper Confidence Bound in R Step 1 iDTh gitir
- 311 Upper Confidence Bound in R Step 2 nVjf gitir
- 312 Upper Confidence Bound in R Step 3 egnT gitir
- 313 Upper Confidence Bound in R Step 4 z7vY gitir
- 315 Thompson Sampling Intuition VuOr gitir
- 316 Algorithm Comparison UCB vs Thompson Sampling ljrn gitir
- 317 Thompson Sampling in Python Step 1 hd9t gitir
- 318 Thompson Sampling in Python Step 2 w0Sz gitir
- 319 Thompson Sampling in Python Step 3 eSmK gitir
- 320 Thompson Sampling in Python Step 4 Uuy1 gitir
- 322 Thompson Sampling in R Step 1 Spj4 gitir
- 323 Thompson Sampling in R Step 2 cwJq gitir
- 325 Welcome to Part 7 Natural Language Processing HPwl gitir
- 327 Types of Natural Language Processing CgBO gitir
- 328 Classical vs Deep Learning Models GAPk gitir
- 329 Bag Of Words Model k82k gitir
- 330 Natural Language Processing in Python Step 1 cNS4 gitir
- 331 Natural Language Processing in Python Step 2 CB6U gitir
- 332 Natural Language Processing in Python Step 3 9sLV gitir
- 333 Natural Language Processing in Python Step 4 sxhp gitir
- 334 Natural Language Processing in Python Step 5 6UNr gitir
- 335 Natural Language Processing in Python Step 6 ev5C gitir
- 338 Natural Language Processing in R Step 1 lyZE gitir
- 340 Natural Language Processing in R Step 2 IE4H gitir
- 341 Natural Language Processing in R Step 3 s9N5 gitir
- 342 Natural Language Processing in R Step 4 Kn1n gitir
- 343 Natural Language Processing in R Step 5 TZJt gitir
- 344 Natural Language Processing in R Step 6 uWrm gitir
- 345 Natural Language Processing in R Step 7 5966 gitir
- 346 Natural Language Processing in R Step 8 wWel gitir
- 347 Natural Language Processing in R Step 9 LTET gitir
- 348 Natural Language Processing in R Step 10 oaxz gitir
- 352 What is Deep Learning 7wxT gitir
- 354 Plan of attack AYXO gitir
- 355 The Neuron PjSM gitir
- 356 The Activation Function AN75 gitir
- 357 How do Neural Networks work d96D gitir
- 358 How do Neural Networks learn yFv0 gitir
- 359 Gradient Descent xcF6 gitir
- 360 Stochastic Gradient Descent BJK5 gitir
- 361 Backpropagation ViI7 gitir
- 362 Business Problem Description YxV3 gitir
- 363 ANN in Python Step 1 fn7o gitir
- 364 ANN in Python Step 2 dE2g gitir
- 365 ANN in Python Step 3 vhQI gitir
- 366 ANN in Python Step 4 Jhb1 gitir
- 367 ANN in Python Step 5 LQ5X gitir
- 368 ANN in R Step 1 tfg8 gitir
- 369 ANN in R Step 2 cDqB gitir
- 370 ANN in R Step 3 NWDM gitir
- 371 ANN in R Step 4 Last step yrHU gitir
- 375 Plan of attack aQJQ gitir
- 376 What are convolutional neural networks wGSc gitir
- 377 Step 1 Convolution Operation luM2 gitir
- 378 Step 1 b ReLU Layer iIx0 gitir
- 379 Step 2 Pooling 65Q2 gitir
- 380 Step 3 Flattening LVjb gitir
- 381 Step 4 Full Connection FlON gitir
- 382 Summary Td1x gitir
- 383 Softmax Cross Entropy BZjv gitir
- 384 CNN in Python Step 1 gLk9 gitir
- 385 CNN in Python Step 2 ds26 gitir
- 386 CNN in Python Step 3 kiyr gitir
- 387 CNN in Python Step 4 qZfo gitir
- 388 CNN in Python Step 5 xKdG gitir
- 389 CNN in Python FINAL DEMO 46AJ gitir
- 393 Principal Component Analysis PCA Intuition yNSz gitir
- 394 PCA in Python Step 1 Pi5L gitir
- 395 PCA in Python Step 2 Anrh gitir
- 396 PCA in R Step 1 pwA2 gitir
- 397 PCA in R Step 2 GqmO gitir
- 398 PCA in R Step 3 zlVu gitir
- 400 Linear Discriminant Analysis LDA Intuition EES9 gitir
- 401 LDA in Python nSMJ gitir
- 402 LDA in R H8Jc gitir
- 404 Kernel PCA in Python NfU9 gitir
- 405 Kernel PCA in R ScIO gitir
- 407 k Fold Cross Validation in Python LYGh gitir
- 408 Grid Search in Python fOPs gitir
- 409 k Fold Cross Validation in R hZWl gitir
- 410 Grid Search in R kVgs gitir
- 411 XGBoost in Python 7PvI gitir
- 413 XGBoost in R 9RF0 gitir
- 415 Logistic Regression Intuition uOkK gitir