SCRiPTMAFiA.ORG > Python for Data Science and Machine Learning Bootcamp

Files Included :
FileName :1 Introduction to the Course.mp4 | Size: (59.06 MB)
FileName :2 Course Help and Welcome.mp4 | Size: (21.25 MB)
FileName :4 Python Environment Setup.mp4 | Size: (74.27 MB)
FileName :6 Jupyter Notebooks.mp4 | Size: (90.5 MB)
FileName :7 Optional Virtual Environments.mp4 | Size: (70.13 MB)
FileName :8 Welcome to the Python Crash Course Section!.mp4 | Size: (10.39 MB)
FileName :9 Introduction to Python Crash Course.mp4 | Size: (7.57 MB)
FileName :10 Python Crash Course - Part 1.mp4 | Size: (73.25 MB)
FileName :11 Python Crash Course - Part 2.mp4 | Size: (88.24 MB)
FileName :12 Python Crash Course - Part 3.mp4 | Size: (101.16 MB)
FileName :13 Python Crash Course - Part 4.mp4 | Size: (92.44 MB)
FileName :14 Python Crash Course Exercises - Overview.mp4 | Size: (40.93 MB)
FileName :15 Python Crash Course Exercises - Solutions.mp4 | Size: (99.36 MB)
FileName :16 Welcome to the NumPy Section!.mp4 | Size: (6.64 MB)
FileName :17 Introduction to Numpy.mp4 | Size: (7.09 MB)
FileName :18 Numpy Arrays.mp4 | Size: (110.94 MB)
FileName :20 Numpy Array Indexing.mp4 | Size: (117.62 MB)
FileName :21 Numpy Operations.mp4 | Size: (74.94 MB)
FileName :22 Numpy Exercises Overview.mp4 | Size: (26.58 MB)
FileName :23 Numpy Exercises Solutions.mp4 | Size: (160.92 MB)
FileName :24 Welcome to the Pandas Section!.mp4 | Size: (8.77 MB)
FileName :25 Introduction to Pandas.mp4 | Size: (9.98 MB)
FileName :26 Series.mp4 | Size: (50.02 MB)
FileName :27 DataFrames - Part 1.mp4 | Size: (149.08 MB)
FileName :28 DataFrames - Part 2.mp4 | Size: (146.95 MB)
FileName :29 DataFrames - Part 3.mp4 | Size: (62.11 MB)
FileName :30 Missing Data.mp4 | Size: (35.85 MB)
FileName :31 Groupby.mp4 | Size: (50.62 MB)
FileName :32 Merging Joining and Concatenating.mp4 | Size: (96.25 MB)
FileName :33 Operations.mp4 | Size: (77.2 MB)
FileName :34 Data Input and Output.mp4 | Size: (42.45 MB)
FileName :36 SF Salaries Exercise Overview.mp4 | Size: (22.18 MB)
FileName :37 SF Salaries Solutions.mp4 | Size: (180.14 MB)
FileName :38 Ecommerce Purchases Exercise Overview.mp4 | Size: (20.3 MB)
FileName :39 Ecommerce Purchases Exercise Solutions.mp4 | Size: (173.97 MB)
FileName :40 Welcome to the Data Visualization Section!.mp4 | Size: (13.47 MB)
FileName :41 Introduction to Matplotlib.mp4 | Size: (30.34 MB)
FileName :42 Matplotlib Part 1.mp4 | Size: (123.52 MB)
FileName :43 Matplotlib Part 2.mp4 | Size: (98.1 MB)
FileName :44 Matplotlib Part 3.mp4 | Size: (89.71 MB)
FileName :45 Matplotlib Exercises Overview.mp4 | Size: (24.13 MB)
FileName :46 Matplotlib Exercises - Solutions.mp4 | Size: (104.35 MB)
FileName :47 Introduction to Seaborn.mp4 | Size: (25.74 MB)
FileName :48 Distribution Plots.mp4 | Size: (78.6 MB)
FileName :49 Categorical Plots.mp4 | Size: (121.82 MB)
FileName :50 Matrix Plots.mp4 | Size: (78.32 MB)
FileName :51 Grids.mp4 | Size: (74.07 MB)
FileName :52 Regression Plots.mp4 | Size: (47.81 MB)
FileName :53 Style and Color.mp4 | Size: (71.67 MB)
FileName :54 Seaborn Exercise Overview.mp4 | Size: (19.55 MB)
FileName :55 Seaborn Exercise Solutions.mp4 | Size: (75.77 MB)
FileName :56 Pandas Built-in Data Visualization.mp4 | Size: (98.23 MB)
FileName :57 Pandas Data Visualization Exercise.mp4 | Size: (9.65 MB)
FileName :58 Pandas Data Visualization Exercise- Solutions.mp4 | Size: (117.29 MB)
FileName :59 Introduction to Plotly and Cufflinks.mp4 | Size: (32.28 MB)
FileName :61 Plotly and Cufflinks.mp4 | Size: (187.76 MB)
FileName :62 Introduction to Geographical Plotting.mp4 | Size: (2.89 MB)
FileName :63 Choropleth Maps - Part 1 - USA.mp4 | Size: (152.27 MB)
FileName :64 Choropleth Maps - Part 2 - World.mp4 | Size: (73.62 MB)
FileName :65 Choropleth Exercises.mp4 | Size: (41.75 MB)
FileName :66 Choropleth Exercises - Solutions.mp4 | Size: (119.11 MB)
FileName :67 Welcome to the Data Capstone Projects!.mp4 | Size: (10.53 MB)
FileName :68 911 Calls Project Overview.mp4 | Size: (26.88 MB)
FileName :69 911 Calls Solutions - Part 1.mp4 | Size: (166.62 MB)
FileName :70 911 Calls Solutions - Part 2.mp4 | Size: (193.75 MB)
FileName :72 Finance Data Project Overview.mp4 | Size: (42.96 MB)
FileName :74 Finance Project - Solutions Part 2.mp4 | Size: (200.35 MB)
FileName :73 Finance Project - Solutions Part 1.mp4 | Size: (205.36 MB)
FileName :75 Finance Project - Solutions Part 3.mp4 | Size: (64.28 MB)
FileName :77 Welcome to the Machine Learning Section!.mp4 | Size: (19.57 MB)
FileName :78 Supervised Learning Overview.mp4 | Size: (24.24 MB)
FileName :79 Evaluating Performance - Classification Error Metrics.mp4 | Size: (82.29 MB)
FileName :80 Evaluating Performance - Regression Error Metrics.mp4 | Size: (30.36 MB)
FileName :81 Machine Learning with Python.mp4 | Size: (42.45 MB)
FileName :82 Linear Regression Theory.mp4 | Size: (18.38 MB)
FileName :84 Linear Regression with Python - Part 1.mp4 | Size: (177.48 MB)
FileName :85 Linear Regression with Python - Part 2.mp4 | Size: (58.72 MB)
FileName :86 Linear Regression Project Overview.mp4 | Size: (26.76 MB)
FileName :87 Linear Regression Project Solution.mp4 | Size: (156.97 MB)
FileName :88 Bias Variance Trade-Off.mp4 | Size: (42.4 MB)
FileName :89 Logistic Regression Theory.mp4 | Size: (63.42 MB)
FileName :90 Logistic Regression with Python - Part 1.mp4 | Size: (126.53 MB)
FileName :91 Logistic Regression with Python - Part 2.mp4 | Size: (113.24 MB)
FileName :92 Logistic Regression with Python - Part 3.mp4 | Size: (71.55 MB)
FileName :93 Logistic Regression Project Overview.mp4 | Size: (15.32 MB)
FileName :94 Logistic Regression Project Solutions.mp4 | Size: (116.45 MB)
FileName :95 KNN Theory.mp4 | Size: (16 MB)
FileName :96 KNN with Python.mp4 | Size: (190.56 MB)
FileName :97 KNN Project Overview.mp4 | Size: (19.29 MB)
FileName :98 KNN Project Solutions.mp4 | Size: (181.27 MB)
FileName :99 Introduction to Tree Methods.mp4 | Size: (18.05 MB)
FileName :100 Decision Trees and Random Forest with Python.mp4 | Size: (161.2 MB)
FileName :101 Decision Trees and Random Forest Project Overview.mp4 | Size: (49.95 MB)
FileName :102 Decision Trees and Random Forest Solutions Part 1.mp4 | Size: (122.34 MB)
FileName :103 Decision Trees and Random Forest Solutions Part 2.mp4 | Size: (108.96 MB)
FileName :104 SVM Theory.mp4 | Size: (32.43 MB)
FileName :105 Support Vector Machines with Python.mp4 | Size: (187.26 MB)
FileName :106 SVM Project Overview.mp4 | Size: (26.79 MB)
FileName :107 SVM Project Solutions.mp4 | Size: (112.95 MB)
FileName :108 K Means Algorithm Theory.mp4 | Size: (29.46 MB)
FileName :109 K Means with Python.mp4 | Size: (116.33 MB)
FileName :110 K Means Project Overview.mp4 | Size: (29.57 MB)
FileName :111 K Means Project Solutions.mp4 | Size: (194.09 MB)
FileName :112 Principal Component Analysis.mp4 | Size: (19.44 MB)
FileName :113 PCA with Python.mp4 | Size: (166.02 MB)
FileName :114 Recommender Systems.mp4 | Size: (23.95 MB)
FileName :115 Recommender Systems with Python - Part 1.mp4 | Size: (115.22 MB)
FileName :116 Recommender Systems with Python - Part 2.mp4 | Size: (131.62 MB)
FileName :117 Natural Language Processing Theory.mp4 | Size: (26.75 MB)
FileName :118 NLP with Python - Part 1.mp4 | Size: (150.46 MB)
FileName :119 NLP with Python - Part 2.mp4 | Size: (167.65 MB)
FileName :120 NLP with Python - Part 3.mp4 | Size: (141.79 MB)
FileName :121 NLP Project Overview.mp4 | Size: (26.92 MB)
FileName :122 NLP Project Solutions.mp4 | Size: (204.41 MB)
FileName :124 Welcome to the Deep Learning Section!.mp4 | Size: (13.04 MB)
FileName :125 Introduction to Artificial Neural Networks (ANN).mp4 | Size: (5.43 MB)
FileName :127 Perceptron Model.mp4 | Size: (61.34 MB)
FileName :128 Neural Networks.mp4 | Size: (36.36 MB)
FileName :129 Activation Functions.mp4 | Size: (91.07 MB)
FileName :130 Multi-Class Classification Considerations.mp4 | Size: (59.46 MB)
FileName :131 Cost Functions and Gradient Descent.mp4 | Size: (75.97 MB)
FileName :132 Backpropagation.mp4 | Size: (55.98 MB)
FileName :133 TensorFlow vs Keras.mp4 | Size: (5.8 MB)
FileName :134 TF Syntax Basics - Part One - Preparing the Data.mp4 | Size: (65.92 MB)
FileName :135 TF Syntax Basics - Part Two - Creating and Training the Model.mp4 | Size: (123.59 MB)
FileName :136 TF Syntax Basics - Part Three - Model Evaluation.mp4 | Size: (85.34 MB)
FileName :137 TF Regression Code Along - Exploratory Data Analysis.mp4 | Size: (205.86 MB)
FileName :138 TF Regression Code Along - Exploratory Data Analysis - Continued.mp4 | Size: (113.41 MB)
FileName :139 TF Regression Code Along - Data Preprocessing and Creating a Model.mp4 | Size: (68.22 MB)
FileName :141 TF Classification Code Along - EDA and Preprocessing.mp4 | Size: (76.04 MB)
FileName :143 TensorFlow 2 0 Project Options Overview.mp4 | Size: (5.45 MB)
FileName :140 TF Regression Code Along - Model Evaluation and Predictions.mp4 | Size: (93.01 MB)
FileName :142 TF Classification - Dealing with Overfitting and Evaluation.mp4 | Size: (171.26 MB)
FileName :144 TensorFlow 2 0 Project Notebook Overview.mp4 | Size: (117.93 MB)
FileName :145 Keras Project Solutions - Dealing with Missing Data.mp4 | Size: (213.23 MB)
FileName :146 Keras Project Solutions - Dealing with Missing Data - Part Two.mp4 | Size: (145.43 MB)
FileName :147 Keras Project Solutions - Categorical Data.mp4 | Size: (118.51 MB)
FileName :148 Keras Project Solutions - Data PreProcessing.mp4 | Size: (184.9 MB)
FileName :149 Keras Project Solutions - Data PreProcessing.mp4 | Size: (36.72 MB)
FileName :150 Keras Project Solutions - Creating and Training a Model.mp4 | Size: (44.43 MB)
FileName :151 Keras Project Solutions - Model Evaluation.mp4 | Size: (92.95 MB)
FileName :152 Tensorboard.mp4 | Size: (162.68 MB)
FileName :153 Welcome to the Big Data Section!.mp4 | Size: (13.29 MB)
FileName :154 Big Data Overview.mp4 | Size: (31.17 MB)
FileName :155 Spark Overview.mp4 | Size: (45.61 MB)
FileName :157 AWS Account Set-Up.mp4 | Size: (37.42 MB)
FileName :159 EC2 Instance Set-Up.mp4 | Size: (256.69 MB)
FileName :160 SSH with Mac or Linux.mp4 | Size: (25.92 MB)
FileName :161 PySpark Setup.mp4 | Size: (173.69 MB)
FileName :162 Lambda Expressions Review.mp4 | Size: (11.76 MB)
FileName :163 Introduction to Spark and Python.mp4 | Size: (52.96 MB)
FileName :164 RDD Transformations and Actions.mp4 | Size: (233.61 MB)]
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