2025 Data Science AI Masters Py To Gen AI

Creation Time	Dec. 5, 2025, 5:12 p.m.
Last Access Time	Dec. 15, 2025, 1:42 p.m.
File Size	46.6 GB
Keywords	Masters To AI Science Py 2025 Data Gen
Total Requests	123
Total Files	478
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02. Python for Data Science/22 Pandas.mp4 567.4 MB
05. SQL for Data Science/128 Data Import Export.mp4 545.6 MB
02. Python for Data Science/17 Map Reduce Filter.mp4 514.8 MB
02. Python for Data Science/21 NumPy.mp4 485.4 MB
02. Python for Data Science/11 Lists.mp4 465.6 MB
05. SQL for Data Science/126 Table Basics - DMLs.mp4 461.6 MB
02. Python for Data Science/24 Matplotlib.mp4 449.7 MB
05. SQL for Data Science/127 Joins.mp4 448.4 MB
05. SQL for Data Science/135 Stored Procedures.mp4 439.1 MB
02. Python for Data Science/12 Tuples.mp4 424.2 MB
13. Data Engineer Basics/436 Auto AI Claims Processing - Gen AI.mp4 403.9 MB
13. Data Engineer Basics/434 ChatScholar (EdTech Project).mp4 399.7 MB
05. SQL for Data Science/124 Table Basics - DDLs.mp4 396.5 MB
02. Python for Data Science/16 Functions.mp4 393.9 MB
10. Transformers, Gen AI/409 Model Testing Ollama.mp4 384.5 MB
13. Data Engineer Basics/441 Sustainability Chatbot (GROK AI).mp4 379.5 MB
05. SQL for Data Science/136 Windows Function.mp4 365.8 MB
02. Python for Data Science/10 Datatypes Operators.mp4 364.2 MB
02. Python for Data Science/9 Variables & Keywords.mp4 352.3 MB
05. SQL for Data Science/137 SQL Python connectivity.mp4 341.3 MB
02. Python for Data Science/15 Loops & Iterations.mp4 336.2 MB
06. Machine Learning/162 Regress Lasso, Ridge Regress (Practicals).mp4 335.4 MB
02. Python for Data Science/20 OOPs.mp4 335.2 MB
02. Python for Data Science/18 File Handling.mp4 327.3 MB
02. Python for Data Science/25 Seaborn.mp4 325.2 MB
10. Transformers, Gen AI/408 Getting Started Ollama.mp4 317.0 MB
10. Transformers, Gen AI/407 Model Overview Ollama.mp4 310.6 MB
13. Data Engineer Basics/437 PDF RAG(s) Chatbot Web Scrape Data.mp4 309.7 MB
06. Machine Learning/187 Classification Project.mp4 308.9 MB
08. Deep Learning and NN/304 CNN Practicals.mp4 308.3 MB
02. Python for Data Science/14 Dictionary.mp4 297.3 MB
13. Data Engineer Basics/435 Research RAG Chatbot.mp4 295.1 MB
05. SQL for Data Science/125 Table Basics - DQLs.mp4 290.0 MB
05. SQL for Data Science/123 Constraints in SQL.mp4 289.4 MB
05. SQL for Data Science/130 String functions.mp4 287.9 MB
02. Python for Data Science/5 Let's install Python together!!.mp4 273.2 MB
05. SQL for Data Science/133 Nested Queries.mp4 263.5 MB
08. Deep Learning and NN/306 CNN Project (X-Ray detection).mp4 260.9 MB
10. Transformers, Gen AI/405 Vector Database (Practicals).mp4 260.8 MB
06. Machine Learning/212 Feat Eng Principal Component Analysis.mp4 258.2 MB
10. Transformers, Gen AI/396 RAGs Practical Use Cases.mp4 256.5 MB
08. Deep Learning and NN/301 CNN Architecture Explained.mp4 253.1 MB
06. Machine Learning/191 Ensemble Bagging (Practicals #1).mp4 241.2 MB
11. Gen AI (Adv)/422 AWS Deploy (Breast Cancer Predict).mp4 238.2 MB
05. SQL for Data Science/131 Date Time Functions.mp4 233.9 MB
13. Data Engineer Basics/440 AI Career Coach Part 3.mp4 223.2 MB
05. SQL for Data Science/134 Views.mp4 222.8 MB
02. Python for Data Science/13 Sets.mp4 220.6 MB
09. Natural Lang Processing/354 NN LSTMs Part 8 (Practicals #1).mp4 219.8 MB
10. Transformers, Gen AI/412 RAG Systems (Practicals) Ollama.mp4 219.3 MB
06. Machine Learning/184 Classification Practicals so far.mp4 218.7 MB
08. Deep Learning and NN/313 Pre-Trained Models (Practicals).mp4 214.2 MB
08. Deep Learning and NN/294 Backpropagation & Forward Pass.mp4 212.4 MB
04. Exploratory Data Analysis/106 Analysis Practicals.mp4 211.5 MB
05. SQL for Data Science/129 Aggregation Functions.mp4 211.2 MB
06. Machine Learning/155 Regression Linear Regression (Practicals).mp4 210.8 MB
06. Machine Learning/199 Ensemble Project.mp4 210.6 MB
08. Deep Learning and NN/302 CNN Image Augmentation.mp4 205.7 MB
14. Gen AI Projects/444 ML Interview #2.mp4 205.0 MB
10. Transformers, Gen AI/413 Model Overview LLM APIs.mp4 198.6 MB
06. Machine Learning/208 Feature Engineering RFE (Practicals).mp4 190.9 MB
11. Gen AI (Adv)/420 Flask App (Breast Cancer Prediction).mp4 187.8 MB
15. Interview Prep (New)/451 ML Interview #9.mp4 182.6 MB
06. Machine Learning/209 Feature Eng.. Successive Feature Selection.mp4 180.1 MB
06. Machine Learning/192 Ensemble Bagging (Practicals #2).mp4 178.1 MB
14. Gen AI Projects/443 ML Interview #1.mp4 178.0 MB
06. Machine Learning/158 Regression Polynomial Regress (Practicals).mp4 176.6 MB
08. Deep Learning and NN/300 CNN Steps in CNN.mp4 176.2 MB
08. Deep Learning and NN/312 Pre-Trained Models.mp4 172.0 MB
02. Python for Data Science/19 Control Structures.mp4 171.9 MB
08. Deep Learning and NN/290 Activation Function Linear Function.mp4 171.0 MB
04. Exploratory Data Analysis/111 Feature Encoding (Practicals).mp4 169.8 MB
06. Machine Learning/221 HPO Manual HPO (Practicals).mp4 164.8 MB
05. SQL for Data Science/122 Introduction to SQL.mp4 164.5 MB
15. Interview Prep (New)/453 DL Interview #1.mp4 162.6 MB
05. SQL for Data Science/132 Regular Expressions.mp4 160.7 MB
06. Machine Learning/177 Classification Decision Tree (Visualizing).mp4 160.3 MB
15. Interview Prep (New)/465 Gen AI Interview #3.mp4 157.7 MB
15. Interview Prep (New)/474 Gen AI Interview #3.mp4 157.7 MB
15. Interview Prep (New)/472 Gen AI Interview #10.mp4 156.0 MB
15. Interview Prep (New)/481 Gen AI Interview #10.mp4 156.0 MB
09. Natural Lang Processing/332 NLP Basics Bag of Words (Practicals).mp4 154.6 MB
07. Time Series Analysis, Forecast/277 Proj 2 - Stock Market Prediction Pt 3.mp4 152.5 MB
04. Exploratory Data Analysis/113 Data Exploration.mp4 151.4 MB
06. Machine Learning/151 Regression Regression Metrics.mp4 151.4 MB
14. Gen AI Projects/448 ML Interview #6.mp4 151.3 MB
09. Natural Lang Processing/334 NLP Basics TF-IDF (Practicals).mp4 150.4 MB
15. Interview Prep (New)/470 Gen AI Interview #8.mp4 150.2 MB
15. Interview Prep (New)/479 Gen AI Interview #8.mp4 150.2 MB
15. Interview Prep (New)/471 Gen AI Interview #9.mp4 149.2 MB
15. Interview Prep (New)/480 Gen AI Interview #9.mp4 149.2 MB
08. Deep Learning and NN/293 Activation Function ReLu Function.mp4 148.4 MB
15. Interview Prep (New)/458 DL Interview #6.mp4 148.4 MB
09. Natural Lang Processing/358 NN GRU Part 2.mp4 146.2 MB
10. Transformers, Gen AI/365 Introduction to Transformers.mp4 145.8 MB
14. Gen AI Projects/445 ML Interview #3.mp4 145.7 MB
15. Interview Prep (New)/468 Gen AI Interview #6.mp4 144.1 MB
15. Interview Prep (New)/477 Gen AI Interview #6.mp4 144.1 MB
14. Gen AI Projects/446 ML Interview #4.mp4 143.2 MB
09. Natural Lang Processing/345 Word Embeddings FastText.mp4 142.0 MB
10. Transformers, Gen AI/415 RAG Sys w xAI (Practicals) LLM APIs.mp4 141.5 MB
07. Time Series Analysis, Forecast/282 Proj 3 - Demand Forecasting Part 5.mp4 141.1 MB
08. Deep Learning and NN/297 Artificial Neural Networks Practicals.mp4 140.8 MB
15. Interview Prep (New)/460 DL Interview #8.mp4 140.0 MB
06. Machine Learning/222 HPO RandomizedSearchCV (Practicals).mp4 138.8 MB
10. Transformers, Gen AI/392 RAGs Use Cases.mp4 138.8 MB
14. Gen AI Projects/450 ML Interview #8.mp4 137.4 MB
15. Interview Prep (New)/462 DL Interview #10.mp4 136.6 MB
15. Interview Prep (New)/452 ML Interview #10.mp4 136.4 MB
11. Gen AI (Adv)/419 Model Building (Breast Cancer Predict).mp4 135.8 MB
06. Machine Learning/202 Clustering kMeans Clustering (Practicals).mp4 133.4 MB
08. Deep Learning and NN/287 What is a Neuron.mp4 132.7 MB
10. Transformers, Gen AI/410 Python Implementation Ollama.mp4 131.6 MB
04. Exploratory Data Analysis/116 Bivariate Analysis Part 1.mp4 129.3 MB
10. Transformers, Gen AI/364 Transformer Types.mp4 127.4 MB
15. Interview Prep (New)/466 Gen AI Interview #4.mp4 126.8 MB
15. Interview Prep (New)/475 Gen AI Interview #4.mp4 126.8 MB
10. Transformers, Gen AI/366 Self Attention.mp4 125.4 MB
08. Deep Learning and NN/317 Proj Pneumonia Detection X-Ray Img.mp4 124.3 MB
08. Deep Learning and NN/299 Convolutional Neural Networks (CNN).mp4 123.1 MB
15. Interview Prep (New)/467 Gen AI Interview #5.mp4 122.9 MB
15. Interview Prep (New)/476 Gen AI Interview #5.mp4 122.9 MB
06. Machine Learning/201 Clustering kMeans Clustering.mp4 121.0 MB
08. Deep Learning and NN/303 CNN Batch size vs iterations vs epochs.mp4 120.9 MB
10. Transformers, Gen AI/387 LLM Basics Prompt Engineering.mp4 119.9 MB
05. SQL for Data Science/121 Data Architect - File server vs client server.mp4 119.3 MB
10. Transformers, Gen AI/391 RAGs What and Why.mp4 119.2 MB
06. Machine Learning/183 Classification Logistic Regression.mp4 119.2 MB
15. Interview Prep (New)/457 DL Interview #5.mp4 118.7 MB
07. Time Series Analysis, Forecast/266 Mods - Facebook Prophet Uni v Multi.mp4 118.2 MB
06. Machine Learning/188 Ensemble Intro to Ensemble Learning.mp4 117.9 MB
14. Gen AI Projects/449 ML Interview #7.mp4 117.3 MB
15. Interview Prep (New)/469 Gen AI Interview #7.mp4 116.4 MB
15. Interview Prep (New)/478 Gen AI Interview #7.mp4 116.4 MB
09. Natural Lang Processing/362 NN Bi-Directional LSTMs.mp4 116.3 MB
06. Machine Learning/144 Pre-Requisites Train-Test Split.mp4 115.8 MB
06. Machine Learning/172 Classification kNN Classifier (Practicals).mp4 115.4 MB
09. Natural Lang Processing/352 NN LSTMs Part 6 (inpute gate).mp4 115.0 MB
08. Deep Learning and NN/305 CNN Model Summary & Parameters.mp4 113.5 MB
02. Python for Data Science/23 Data Visualization.mp4 113.4 MB
07. Time Series Analysis, Forecast/279 Proj 3 - Demand Forecasting Part 2.mp4 113.4 MB
09. Natural Lang Processing/356 NN LSTMs Part 10 (Practicals #3).mp4 112.5 MB
13. Data Engineer Basics/439 AI Career Coach Part 2.mp4 112.5 MB
06. Machine Learning/174 Class.. Decision Tree (Entropy based).mp4 112.5 MB
10. Transformers, Gen AI/378 AlBERT.mp4 112.4 MB
07. Time Series Analysis, Forecast/243 Feature Scaling (Practicals).mp4 111.6 MB
04. Exploratory Data Analysis/96 Feature Scaling (Practicals).mp4 111.6 MB
15. Interview Prep (New)/454 DL Interview #2.mp4 110.6 MB
08. Deep Learning and NN/295 Gradient Descent.mp4 107.4 MB
09. Natural Lang Processing/348 NN LSTMs Part 2 (Architecture).mp4 107.0 MB
10. Transformers, Gen AI/389 LLM Basics Prompt Structures.mp4 106.9 MB
10. Transformers, Gen AI/394 RAGs Architecture Explanation.mp4 106.5 MB
06. Machine Learning/204 Clustering Hierarchy Cluster (Practicals).mp4 106.5 MB
09. Natural Lang Processing/361 NN GRU Part 5 (Practicals).mp4 105.5 MB
06. Machine Learning/140 Types of ML.mp4 104.9 MB
06. Machine Learning/175 Classification Decision Tree (gini based).mp4 104.2 MB
06. Machine Learning/200 Clustering Introduction to Clustering.mp4 104.0 MB
09. Natural Lang Processing/342 Word Embeddings Word2Vec CBOW.mp4 103.3 MB
04. Exploratory Data Analysis/98 Outlier Treatment (Practicals).mp4 102.7 MB
07. Time Series Analysis, Forecast/239 3-Sigma Technique.mp4 102.7 MB
06. Machine Learning/152 Regression Regression Metrics (Practicals).mp4 102.6 MB
15. Interview Prep (New)/456 DL Interview #4.mp4 102.5 MB
08. Deep Learning and NN/298 Artificial NN Hyper Param Optimize.mp4 101.9 MB
06. Machine Learning/171 Classification Practicals Part 1.mp4 100.5 MB
14. Gen AI Projects/447 ML Interview #5.mp4 98.4 MB
06. Machine Learning/194 Ensemble Ada Boost.mp4 97.9 MB
04. Exploratory Data Analysis/115 Univariate Analysis.mp4 97.6 MB
09. Natural Lang Processing/336 NLP Basics NER (Practicals).mp4 96.9 MB
06. Machine Learning/156 Regress Multi Linear Regress (Practicals).mp4 96.2 MB
09. Natural Lang Processing/346 Word Embeddings Cosine Similarity.mp4 95.0 MB
08. Deep Learning and NN/309 RNN Vanishing, Exploding Gradient Prob.mp4 94.6 MB
15. Interview Prep (New)/455 DL Interview #3.mp4 94.5 MB
06. Machine Learning/198 Ensemble Xtreme Gradient Boosting (XGB).mp4 94.4 MB
02. Python for Data Science/8 Introduction to Python.mp4 94.2 MB
07. Time Series Analysis, Forecast/280 Proj 3 - Demand Forecasting Part 3.mp4 94.1 MB
13. Data Engineer Basics/438 AI Career Coach Part 1.mp4 94.0 MB
08. Deep Learning and NN/291 Activation Function Sigmoid Function.mp4 93.5 MB
08. Deep Learning and NN/286 Understanding Deep Learning.mp4 92.8 MB
10. Transformers, Gen AI/377 DistilBERT.mp4 92.4 MB
07. Time Series Analysis, Forecast/237 Handle Missing Value (Practicals).mp4 92.1 MB
04. Exploratory Data Analysis/92 Handle Missing Values (Practicals).mp4 92.1 MB
08. Deep Learning and NN/289 Activation Function Step Function.mp4 91.4 MB
06. Machine Learning/190 Ensemble Bagging vs Random Forest.mp4 91.1 MB
07. Time Series Analysis, Forecast/253 Models - ARIMA (Practicals Part 1).mp4 90.9 MB
15. Interview Prep (New)/464 Gen AI Interview #2.mp4 90.5 MB
15. Interview Prep (New)/473 Gen AI Interview #2.mp4 90.5 MB
10. Transformers, Gen AI/399 Types of Prompting.mp4 90.4 MB
07. Time Series Analysis, Forecast/259 Models - Grid Search (Part 1).mp4 90.1 MB
09. Natural Lang Processing/355 NN LSTMs Part 9 (Practicals #2).mp4 90.1 MB
06. Machine Learning/180 Classification Naive Bayes Classifier.mp4 89.9 MB
09. Natural Lang Processing/324 NLP Basics SCR.mp4 89.8 MB
08. Deep Learning and NN/311 RNN LSTMs (Practicals).mp4 89.0 MB
06. Machine Learning/143 Pre-Requisites Features.mp4 88.7 MB
11. Gen AI (Adv)/418 Flask Basic App.mp4 88.4 MB
06. Machine Learning/206 Feature Engineering Introduction.mp4 87.4 MB
03. Business Statistics/73 Correlation.mp4 86.6 MB
10. Transformers, Gen AI/402 Vector Databases.mp4 86.4 MB
10. Transformers, Gen AI/381 GPT Masked Multi Head Attention.mp4 86.0 MB
07. Time Series Analysis, Forecast/254 Models - ARIMA (Practicals Part 2).mp4 85.7 MB
10. Transformers, Gen AI/406 LSH.mp4 85.4 MB
06. Machine Learning/215 Feat Eng Linear Discriminant Analysis (Practls).mp4 84.9 MB
07. Time Series Analysis, Forecast/263 Models - Facebook Prophet (Part 2).mp4 84.7 MB
07. Time Series Analysis, Forecast/244 Feature Encoding.mp4 83.8 MB
04. Exploratory Data Analysis/110 Feature Encoding (Theory).mp4 83.8 MB
06. Machine Learning/148 Pre-Requisites Feature Encoding.mp4 83.8 MB
07. Time Series Analysis, Forecast/261 Models - Final Model Building.mp4 83.6 MB
10. Transformers, Gen AI/397 LangChain.mp4 83.3 MB
06. Machine Learning/203 Clustering Hierarchical Clustering.mp4 81.9 MB
10. Transformers, Gen AI/398 Intro Prompt Engineering.mp4 81.0 MB
06. Machine Learning/169 Classification kNN Classifier.mp4 80.8 MB
06. Machine Learning/186 Class.. Issues in Classification (Part 2).mp4 80.2 MB
07. Time Series Analysis, Forecast/283 Proj 3 - Demand Forecasting Part 6.mp4 79.8 MB
03. Business Statistics/29 Descriptive Stats.mp4 79.8 MB
06. Machine Learning/213 Feat Eng Principal Component Analy (Practls).mp4 79.7 MB
04. Exploratory Data Analysis/112 Case Study.mp4 79.6 MB
09. Natural Lang Processing/344 Word Embeddings GloVe.mp4 79.4 MB
07. Time Series Analysis, Forecast/245 Feature Encoding (Practicals).mp4 78.8 MB
06. Machine Learning/149 Pre-Req Feature Encoding (Practicals).mp4 78.8 MB
06. Machine Learning/170 Classification kNN Classifier Example.mp4 78.0 MB
07. Time Series Analysis, Forecast/274 Proj 1 - Energy Forecasting Part 3.mp4 77.7 MB
03. Business Statistics/64 Normal Distribution Part 1.mp4 77.5 MB
07. Time Series Analysis, Forecast/225 Time Series vs Regression.mp4 77.1 MB
15. Interview Prep (New)/463 Gen AI Interview #1.mp4 76.8 MB
06. Machine Learning/218 Hyper Parameter Optimization (HPO) Basics.mp4 76.0 MB
08. Deep Learning and NN/314 Pre-Trained Models VGG16.mp4 75.9 MB
10. Transformers, Gen AI/395 RAGs Detailed Architect Walk-thru.mp4 74.8 MB
06. Machine Learning/145 Pre-Requisites Feature Scaling.mp4 74.2 MB
07. Time Series Analysis, Forecast/240 Feature Scaling.mp4 74.2 MB
04. Exploratory Data Analysis/93 Feature Scaling (Theory).mp4 74.2 MB
04. Exploratory Data Analysis/114 Data Cleaning.mp4 73.5 MB
09. Natural Lang Processing/347 Neural Networks (NN) LSTMs Part 1.mp4 73.4 MB
06. Machine Learning/205 Clustering Mean Shift Clustering.mp4 73.3 MB
06. Machine Learning/173 Classification Decision Tree.mp4 73.0 MB
06. Machine Learning/166 Classification Confusion Matrix.mp4 72.8 MB
07. Time Series Analysis, Forecast/258 Models - Best Transformation.mp4 72.3 MB
11. Gen AI (Adv)/417 Introduction to Flask.mp4 72.2 MB
10. Transformers, Gen AI/370 Introduction to BERT.mp4 72.1 MB
10. Transformers, Gen AI/404 How Vector Databases works.mp4 72.1 MB
06. Machine Learning/181 Classification SVM Classifier Part 1.mp4 71.8 MB
04. Exploratory Data Analysis/109 Feature Binning (Practicals).mp4 71.0 MB
03. Business Statistics/62 Binomial Distribution.mp4 70.8 MB
06. Machine Learning/220 HPO GridSearch vs RandomizedSearch.mp4 70.8 MB
02. Python for Data Science/7 Let's leverage chatGPT for help!!.mp4 70.8 MB
07. Time Series Analysis, Forecast/255 Models - ARIMA (Final).mp4 70.7 MB
08. Deep Learning and NN/288 Activation Functions.mp4 70.4 MB
10. Transformers, Gen AI/411 RAG Systems Ollama.mp4 69.0 MB
03. Business Statistics/82 ANOVA.mp4 68.9 MB
09. Natural Lang Processing/333 NLP Basics TF-IDF.mp4 68.6 MB
09. Natural Lang Processing/321 Intro to NLP Key Challenges.mp4 67.5 MB
03. Business Statistics/80 Z Test.mp4 67.4 MB
03. Business Statistics/81 Chi Square Test.mp4 67.3 MB
06. Machine Learning/176 Classification Decision Tree (Practicals).mp4 66.5 MB
09. Natural Lang Processing/341 Word Embed Word2Vec - Check X Features.mp4 65.8 MB
09. Natural Lang Processing/325 NLP Basics Handling Contractions.mp4 64.6 MB
10. Transformers, Gen AI/386 LLM Basics Prompt.mp4 63.9 MB
06. Machine Learning/165 Classification Log Loss.mp4 63.6 MB
09. Natural Lang Processing/339 Word Embeddings Pre-Trained Word2Vec.mp4 62.3 MB
10. Transformers, Gen AI/374 BERT Input Embeddings.mp4 62.1 MB
09. Natural Lang Processing/351 NN LSTMs Part 5 (forget gate).mp4 61.8 MB
10. Transformers, Gen AI/403 Vector Database vs Vector Index.mp4 60.8 MB
06. Machine Learning/223 HPO GridSearchCV (Practicals).mp4 60.4 MB
10. Transformers, Gen AI/376 RoBERTa.mp4 60.4 MB
06. Machine Learning/182 Classification SVM Classifier Part 2.mp4 60.2 MB
04. Exploratory Data Analysis/97 Outlier Treatment (Theory).mp4 59.8 MB
07. Time Series Analysis, Forecast/238 Outlier Treatment.mp4 59.8 MB
09. Natural Lang Processing/319 Intro to NLP Introduction.mp4 59.1 MB
05. SQL for Data Science/120 Installation.mp4 59.1 MB
11. Gen AI (Adv)/421 AWS.mp4 58.9 MB
15. Interview Prep (New)/461 DL Interview #9.mp4 58.6 MB
07. Time Series Analysis, Forecast/236 Handle Missing Value.mp4 58.5 MB
04. Exploratory Data Analysis/91 Handle Missing Values (Theory).mp4 58.5 MB
03. Business Statistics/57 Conditional Probability.mp4 57.9 MB
09. Natural Lang Processing/335 NLP Part of Speech Tag, Named Entity Recog.mp4 57.3 MB
10. Transformers, Gen AI/388 LLM Basics Prompt Tuning.mp4 57.1 MB
03. Business Statistics/50 Variance Standard Deviation.mp4 56.4 MB
03. Business Statistics/40 Population Sampling.mp4 56.4 MB
10. Transformers, Gen AI/385 LLM Basics Context Window.mp4 56.2 MB
06. Machine Learning/153 Regression Simple Linear Regression.mp4 55.9 MB
09. Natural Lang Processing/343 Word Embed Word2Vec Skip Grams.mp4 55.9 MB
06. Machine Learning/160 Regression Ridge Regression.mp4 55.2 MB
15. Interview Prep (New)/459 DL Interview #7.mp4 55.1 MB
06. Machine Learning/211 Feature Eng.. Chi-Square (Practicals).mp4 54.6 MB
10. Transformers, Gen AI/383 GPT Training.mp4 54.6 MB
04. Exploratory Data Analysis/117 Bivariate Analysis Part 2.mp4 54.5 MB
03. Business Statistics/72 Covariance.mp4 54.4 MB
06. Machine Learning/214 Feat Eng Linear Discriminant Analysis.mp4 54.2 MB
04. Exploratory Data Analysis/102 Univariate Analysis.mp4 54.1 MB
06. Machine Learning/216 Feature Engineering kPCA & QDA.mp4 53.5 MB
10. Transformers, Gen AI/393 RAGs Paper Explanation.mp4 53.3 MB
07. Time Series Analysis, Forecast/273 Proj 1 - Energy Forecasting Part 2.mp4 53.2 MB
03. Business Statistics/75 Hypothesis Testing.mp4 52.9 MB
09. Natural Lang Processing/328 NLP Basics nGrams.mp4 52.3 MB
07. Time Series Analysis, Forecast/262 Models - Facebook Prophet (Part 1).mp4 52.0 MB
07. Time Series Analysis, Forecast/264 Models - Facebook Prophet (Part 3).mp4 51.9 MB
01. Introduction/1 Welcome Page.mp4 51.5 MB
06. Machine Learning/154 Regression Multiple Linear Regression.mp4 51.5 MB
02. Python for Data Science/6 Google Colab, what's that.mp4 51.4 MB
03. Business Statistics/79 T Test.mp4 51.3 MB
06. Machine Learning/217 Feature Engineering kPCA & QDA (Practicals).mp4 50.7 MB
09. Natural Lang Processing/331 NLP Basics Bag of Words.mp4 50.7 MB
10. Transformers, Gen AI/400 Few Shot Limitations.mp4 50.7 MB
06. Machine Learning/189 Ensemble Bagging.mp4 50.6 MB
10. Transformers, Gen AI/373 BERT Pre Tuning (Masked LM).mp4 50.1 MB
03. Business Statistics/31 Qualitative Data.mp4 50.0 MB
03. Business Statistics/68 Calc Prob w Z-score - Normal Distrib Pt 1.mp4 49.6 MB
09. Natural Lang Processing/353 NN LSTMs Part 7 (output gate).mp4 49.5 MB
13. Data Engineer Basics/442 ML Interview Prep.mp4 49.2 MB
10. Transformers, Gen AI/382 GPT Blocks.mp4 48.9 MB
06. Machine Learning/167 Classification AUC ROC Curve.mp4 48.6 MB
06. Machine Learning/185 Class.. Issues in Classification (Part 1).mp4 48.4 MB
10. Transformers, Gen AI/367 Encoder Architecture.mp4 48.0 MB
06. Machine Learning/168 Classification Classification Report.mp4 47.2 MB
06. Machine Learning/196 Ensemble CF vs LF.mp4 47.1 MB
03. Business Statistics/69 Calc Prob w Z-score - Normal Distrib Pt 2.mp4 47.0 MB
09. Natural Lang Processing/320 Intro to NLP Introduction continued.mp4 46.9 MB
08. Deep Learning and NN/315 Pre-Trained Models MobileNet.mp4 46.8 MB
06. Machine Learning/179 Class.. Random Forest Classifier (Practs).mp4 46.7 MB
07. Time Series Analysis, Forecast/230 Decomposition (Practicals).mp4 46.5 MB
07. Time Series Analysis, Forecast/228 Components of Time Series.mp4 46.3 MB
07. Time Series Analysis, Forecast/250 Models - MA Theory.mp4 46.0 MB
08. Deep Learning and NN/292 Activation Function TanH Function.mp4 45.9 MB
03. Business Statistics/54 Addition Rule.mp4 45.4 MB
07. Time Series Analysis, Forecast/251 Models - ACFPACF Plots.mp4 45.4 MB
10. Transformers, Gen AI/401 Chain of Thoughts Prompting.mp4 45.0 MB
03. Business Statistics/83 Correlation Test (Practicals).mp4 44.6 MB
09. Natural Lang Processing/360 NN GRU Part 4 (update gate).mp4 44.6 MB
04. Exploratory Data Analysis/108 Feature Binning (Theory).mp4 44.2 MB
03. Business Statistics/61 Uniform Distribution.mp4 44.1 MB
06. Machine Learning/161 Regression Lasso Regression.mp4 43.9 MB
07. Time Series Analysis, Forecast/233 Testing TS Stationarity.mp4 43.6 MB
10. Transformers, Gen AI/375 ARLM vs AELM.mp4 43.4 MB
07. Time Series Analysis, Forecast/265 Mods - Multi Variate Time Series Analy.mp4 42.6 MB
04. Exploratory Data Analysis/99 Invalid Data.mp4 42.5 MB
03. Business Statistics/27 Introduction.mp4 42.3 MB
03. Business Statistics/53 Probability.mp4 42.0 MB
06. Machine Learning/193 Ensemble Boosting.mp4 41.9 MB
07. Time Series Analysis, Forecast/249 Models - AR Theory.mp4 41.7 MB
06. Machine Learning/163 Classification Intro to Classification.mp4 41.3 MB
09. Natural Lang Processing/359 NN GRU Part 3 (reset gate).mp4 41.3 MB
06. Machine Learning/178 Classification Random Forest Classifier.mp4 40.9 MB
03. Business Statistics/38 Probability Sampling.mp4 40.7 MB
09. Natural Lang Processing/327 NLP Basics Stop Word Removal.mp4 40.6 MB
11. Gen AI (Adv)/424 What is ETL.mp4 39.3 MB
06. Machine Learning/157 Regression Polynomial Regression.mp4 39.2 MB
08. Deep Learning and NN/316 Transfer Learning.mp4 39.2 MB
07. Time Series Analysis, Forecast/231 AdditiveMultiplicative Decomp.mp4 38.9 MB
06. Machine Learning/150 Regression Intro to Regression Models.mp4 38.9 MB
09. Natural Lang Processing/326 NLP Basics Tokenization.mp4 38.9 MB
07. Time Series Analysis, Forecast/276 Proj 2 - Stock Market Prediction Pt 2.mp4 37.7 MB
09. Natural Lang Processing/340 Word Embeddings Word2Vec Intuition.mp4 37.5 MB
03. Business Statistics/45 Median.mp4 36.5 MB
08. Deep Learning and NN/310 RNN LSTMs.mp4 36.2 MB
04. Exploratory Data Analysis/118 EDA Report.mp4 35.8 MB
04. Exploratory Data Analysis/103 Bivariate Analysis.mp4 35.7 MB
08. Deep Learning and NN/307 Recurrent Neural Networks (RNN) Basics.mp4 35.2 MB
09. Natural Lang Processing/350 NN LSTMs Part 4 Pointwise Operation.mp4 34.7 MB
03. Business Statistics/65 Normal Distribution Part 2.mp4 34.3 MB
10. Transformers, Gen AI/414 RAG Systems with xAI LLM APIs.mp4 34.1 MB
03. Business Statistics/41 Why n-1 and not n.mp4 32.8 MB
06. Machine Learning/139 Introduction to ML.mp4 32.2 MB
07. Time Series Analysis, Forecast/248 Models - ARIMA Part 2.mp4 32.1 MB
03. Business Statistics/77 p-value.mp4 32.0 MB
06. Machine Learning/219 Hyper Parameter Optimization Manual HPO.mp4 31.9 MB
07. Time Series Analysis, Forecast/256 Models - Decomposition.mp4 31.8 MB
06. Machine Learning/210 Feature Engineering Chi-Square.mp4 31.7 MB
03. Business Statistics/39 Non probability sampling.mp4 31.4 MB
10. Transformers, Gen AI/369 Decoder Architecture.mp4 31.4 MB
09. Natural Lang Processing/322 Intro to NLP Linguistics.mp4 31.1 MB
06. Machine Learning/159 Regression Bias Variance Tradeoff.mp4 31.0 MB
07. Time Series Analysis, Forecast/275 Proj 2 - Stock Market Prediction Pt 1.mp4 30.6 MB
03. Business Statistics/37 Cluster Random Sampling.mp4 30.6 MB
10. Transformers, Gen AI/379 Introduction to GPT (Decoder Only).mp4 30.5 MB
04. Exploratory Data Analysis/88 Visualization.mp4 30.5 MB
04. Exploratory Data Analysis/90 Steps involved in EDA (Data Cleaning).mp4 30.4 MB
12. ML DL Deployment/429 Why do we need Staging.mp4 30.4 MB
10. Transformers, Gen AI/368 Contextual Embeddings.mp4 30.2 MB
07. Time Series Analysis, Forecast/267 Introduction to Metrics.mp4 30.0 MB
07. Time Series Analysis, Forecast/227 Anomaly Detection.mp4 29.9 MB
03. Business Statistics/56 Cumulative Probability.mp4 29.4 MB
06. Machine Learning/207 Feature Engineering RFE and SFS.mp4 29.0 MB
04. Exploratory Data Analysis/89 Steps involved in EDA (Data Sourcing).mp4 28.8 MB
07. Time Series Analysis, Forecast/232 Stationarity.mp4 28.5 MB
13. Data Engineer Basics/432 Data lake vs Data Warehouse.mp4 28.5 MB
09. Natural Lang Processing/349 NN LSTMs Part 3 (Deep Dive).mp4 28.3 MB
08. Deep Learning and NN/296 Artificial Neural Networks Intuition.mp4 28.2 MB
03. Business Statistics/46 Mode.mp4 28.1 MB
09. Natural Lang Processing/323 NLP Basics Case Folding.mp4 28.0 MB
10. Transformers, Gen AI/380 GPT Architecture.mp4 27.7 MB
11. Gen AI (Adv)/416 Deployment Basics.mp4 27.4 MB
04. Exploratory Data Analysis/87 What is EDA.mp4 27.1 MB
03. Business Statistics/70 Calc Prob w Z-score - Normal Distrib Pt 3.mp4 27.0 MB
03. Business Statistics/44 Mean.mp4 27.0 MB
03. Business Statistics/78 Types of Test.mp4 26.9 MB
03. Business Statistics/74 Covariance VS Correlation.mp4 26.6 MB
12. ML DL Deployment/426 What is Data Warehouse.mp4 26.6 MB
04. Exploratory Data Analysis/107 Derived Metrics.mp4 26.5 MB
03. Business Statistics/55 Independent Events.mp4 26.0 MB
06. Machine Learning/164 Classification Types of Classification.mp4 25.7 MB
07. Time Series Analysis, Forecast/272 Proj 1 - Energy Forecasting Part 1.mp4 25.6 MB
10. Transformers, Gen AI/371 Configurations of BERT.mp4 25.4 MB
03. Business Statistics/66 Skewness.mp4 25.2 MB
12. ML DL Deployment/425 ETL Tools.mp4 25.1 MB
03. Business Statistics/59 Bayes Theorem 2.mp4 25.0 MB
09. Natural Lang Processing/329 NLP Basics Vectorization.mp4 24.4 MB
04. Exploratory Data Analysis/86 DA,DS Processes.mp4 24.3 MB
07. Time Series Analysis, Forecast/278 Proj 3 - Demand Forecasting Part 1.mp4 24.1 MB
09. Natural Lang Processing/337 Word Embeddings Word2Vec Introduction.mp4 23.7 MB
07. Time Series Analysis, Forecast/224 Introduction to TSA.mp4 23.3 MB
07. Time Series Analysis, Forecast/241 Feature Scaling Standardization.mp4 22.7 MB
04. Exploratory Data Analysis/94 Standardization Example.mp4 22.7 MB
06. Machine Learning/146 Pre-Requisites Standardization Example.mp4 22.7 MB
12. ML DL Deployment/431 Data Lake.mp4 22.4 MB
06. Machine Learning/197 Ensemble Cross Entropy.mp4 22.1 MB
03. Business Statistics/47 Measures of Dispersion.mp4 21.6 MB
07. Time Series Analysis, Forecast/257 Models - ACFPACF.mp4 21.6 MB
07. Time Series Analysis, Forecast/234 Transformation.mp4 21.4 MB
10. Transformers, Gen AI/372 BERT Fine Tuning.mp4 21.3 MB
06. Machine Learning/195 Ensemble Gradient Boost.mp4 20.8 MB
03. Business Statistics/36 Types of Sampling.mp4 20.7 MB
03. Business Statistics/32 Quantitative Data.mp4 20.5 MB
06. Machine Learning/141 Use Cases Part 1.mp4 19.9 MB
09. Natural Lang Processing/357 NN GRU Part 1.mp4 19.8 MB
03. Business Statistics/49 IQR.mp4 19.5 MB
04. Exploratory Data Analysis/105 Numerical Analysis.mp4 19.4 MB
12. ML DL Deployment/428 Data Warehouse Structure.mp4 19.1 MB
08. Deep Learning and NN/308 RNN Types of RNN.mp4 19.0 MB
03. Business Statistics/51 Mean Deviation.mp4 18.9 MB
12. ML DL Deployment/427 Benefits of Data Warehouse.mp4 18.9 MB
03. Business Statistics/63 Poisson Distribution.mp4 18.8 MB
03. Business Statistics/34 Population vs Sample.mp4 17.9 MB
07. Time Series Analysis, Forecast/235 Introduction to Pre-Processing.mp4 17.8 MB
03. Business Statistics/35 Why Sampling is important.mp4 17.0 MB
07. Time Series Analysis, Forecast/260 Models - Grid Search (Part 2).mp4 16.9 MB
03. Business Statistics/76 Tailed Tests.mp4 16.8 MB
07. Time Series Analysis, Forecast/271 Mean Absolute Percentage Error.mp4 16.3 MB
04. Exploratory Data Analysis/85 Agenda.mp4 15.2 MB
07. Time Series Analysis, Forecast/226 Time Series Analysis.mp4 14.6 MB
13. Data Engineer Basics/433 Elements of Datalake.mp4 14.6 MB
09. Natural Lang Processing/330 NLP Basics Word Embeddings.mp4 14.5 MB
00. Additional Files/10 - Power+BI+Ebook.pdf 14.4 MB
03. Business Statistics/67 Kurtosis.mp4 14.1 MB
07. Time Series Analysis, Forecast/242 Feature Scaling Normalization.mp4 14.0 MB
06. Machine Learning/147 Pre-Requisites Normalization Example.mp4 13.9 MB
04. Exploratory Data Analysis/95 Normalization Example.mp4 13.9 MB
06. Machine Learning/138 Agenda.mp4 13.7 MB
09. Natural Lang Processing/338 Word Embeddings Word2Vec Part 2.mp4 13.6 MB
03. Business Statistics/30 Inferential Stats.mp4 13.4 MB
04. Exploratory Data Analysis/101 Types of Analysis.mp4 12.0 MB
07. Time Series Analysis, Forecast/252 Models - Find p,d,q in ARIMA.mp4 11.9 MB
12. ML DL Deployment/430 What are Data Marts.mp4 11.8 MB
07. Time Series Analysis, Forecast/247 Models - ARIMA Part 1.mp4 11.4 MB
04. Exploratory Data Analysis/100 Types of Data.mp4 11.0 MB
07. Time Series Analysis, Forecast/281 Proj 3 - Demand Forecasting Part 4.mp4 10.8 MB
08. Deep Learning and NN/285 Introduction to Deep Learning.mp4 10.6 MB
03. Business Statistics/60 Probability Distrubution (Agenda).mp4 10.4 MB
03. Business Statistics/58 Bayes Theorem 1.mp4 9.5 MB
03. Business Statistics/43 Measures of Central Tendency.mp4 9.1 MB
06. Machine Learning/142 Use Cases Part 2.mp4 8.0 MB
03. Business Statistics/33 Sampling Techniques (Agenda).mp4 7.6 MB
03. Business Statistics/48 Range.mp4 7.3 MB
07. Time Series Analysis, Forecast/270 Root Mean Squarred Error.mp4 7.1 MB
07. Time Series Analysis, Forecast/269 Mean Squarred Error.mp4 7.0 MB
07. Time Series Analysis, Forecast/268 Forecasting Evaluation Metrics.mp4 6.7 MB
07. Time Series Analysis, Forecast/229 Decomposition.mp4 6.5 MB
07. Time Series Analysis, Forecast/246 Models - Algorithms.mp4 5.8 MB
10. Transformers, Gen AI/390 RAGs Introduction to RAG.mp4 5.7 MB
04. Exploratory Data Analysis/104 Multivariate Analysis.mp4 5.2 MB
03. Business Statistics/42 Descriptive Analytics (Agenda).mp4 5.0 MB
03. Business Statistics/52 Probability (Agenda).mp4 4.7 MB
11. Gen AI (Adv)/423 Introduction to Data Engineering.mp4 3.3 MB
03. Business Statistics/28 Types of Data (Agenda).mp4 3.2 MB
03. Business Statistics/71 Covariance & Correlation (Agenda).mp4 2.7 MB
00. Additional Files/10 - RAGPaper (1).pdf 864.6 KB
00. Additional Files/10 - RAGPaper.pdf 864.6 KB
00. Additional Files/02. - Python+Installation+Guide.pdf 842.0 KB
00. Additional Files/10 - RAG+with+GrokAI.ipynb 20.0 KB
00. Additional Files/10 - RAG+with+Ollama.ipynb 10.0 KB
2025 Data Science & AI Masters From Python To Gen AI ~ Udemy - Satyajit Pattnaiko.txt 228 bytes

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