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Learning AI
Machine Learning cơ bản
en
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AI
Machine Learning
Advanced Machine Learning & Deep Learning Masterclass 2024
0 students
Last updated
Mar 2025
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Overview
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Course content
Sections:
10
•
Activities:
0
•
Resources:
71
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Section 1
Setting up the Environment for Python Machine Learning
001 Python For machine Learning Setting up the Environment Anaconda 4osS gitir
002 Downloading and Setting up Python and PyCharm IDE Q0c8 gitir
Section 2
Python Basics For Machine Learning [Skip this section if you know python ]
003 Python For Absolute Beginners Variables Part 1 RSwh gitir
004 Python For Absolute Beginners Variables Part 2 py2W gitir
005 Python For Absolute Beginners Variables Part 3 dEyI gitir
006 Python For Absolute Beginners Lists FEES gitir
007 Python For Absolute Beginners Lists Part 2 R3iB gitir
008 Python For Absolute Beginners Lists Part 3 jaNF gitir
009 If conditions d8dk gitir
010 If else lMyg gitir
011 boolean dF0X gitir
012 loops 57vD gitir
013 demo wSUn gitir
014 Simple Python Demos N8RR gitir
015 Software Design Flowcharts Sequence zSXS gitir
016 Software Design Repetition 5Oqx gitir
017 Software Design Problem Solving ubue gitir
018 Flowcharts Questions and Answers Problem Solving V9V0 gitir
Section 3
Understanding Data With Statistics & Data Pre-processing
019 Understanding Data with Statistics Reading data from file r3Hv gitir
020 Understanding Data with Statistics Checking dimensions of Data vr3N gitir
021 Understanding Data with Statistics Statistical Summary of Data 1Ecy gitir
022 Understanding Data with Statistics Correlation between attributes tCeV gitir
023 Data Pre processing Scaling with a demonstration in python yGBJ gitir
024 Data Pre processing Normalization Binarization Standardization in Python ric5 gitir
025 feature Selection Techniques Univariate Selection ADEU gitir
Section 4
Data Visualization with Python
026 Data preparation and Bar Chart zFLj gitir
027 Data Visualization with Python Histogram Pie Chart etc PxFN gitir
Section 5
Artificial Neural Networks [ Comprehensive Sessions]
028 Introduction to Artificial Neural Networks TbeT gitir
029 Creating the First ANN from Scratch with Python lJJk gitir
030 Multiple Input Neuron 6HMm gitir
031 Creating a simple layer of neurons with 4 inputs Python From scratch Oki5 gitir
032 ANN Illustrative Example P2BM gitir
033 KERAS Tutorial Developing an Artificial Neural Network in Python Step by Step 53QK gitir
034 Deep Learning Handwritten Digits Recognition Step by Step Complete Project ozdI gitir
Section 6
Naive Bayes Classifier with Python [Lecture & Demo]
035 Lecture Demo Naive bayes classifier sl3W gitir
Section 7
Natural Language Processing for Data Scientists
036 Setting up the Environment for NLP ACH s1Bl gitir
037 Introduction to Tokenization y7wt gitir
038 Downloading and Setting up NLTK njYf gitir
039 Tokenization Tutorial Gmod gitir
040 Introduction to Normalization 6W3G gitir
041 Normalization Tutorial bpUP gitir
042 Introduction to Part of Speech Tagging xRUS gitir
043 Part of Speech Tagging Tutorial GYCB gitir
044 Introduction to Stopwords pGoM gitir
045 Named Entity Recognition Lecture lBY8 gitir
046 Named Entity Recognition Tutorial k9sr gitir
047 Classification Lecture GW5I gitir
048 Classification Tutorial Part 1 Preprocessing movie reviews 85Nv gitir
049 Classification Tutorial Part 2 Feature Sets a742 gitir
050 Classification Tutorial Part 3 Naive Bayes wwNn gitir
051 Classification Homework Exercise EIZ9 gitir
052 Real World Applications of NLP Complete Project Introduction 7cPp gitir
053 Creating a Twitter Application v6sf gitir
054 Getting the Test Set YCha gitir
055 Preparing the Training Set gWW7 gitir
056 Preprocessing sn8z gitir
057 Classification ssTh gitir
058 Testing the Model GAr3 gitir
Section 8
Linear regression
059 Linear regression WVMX gitir
060 Univariate Linear Regression Demo Hands on Part 1 Linear Regression cyqr gitir
061 Univariate Linear Regression Demo Hands on Part 2 Linear Regression n33L gitir
Section 9
Introduction to clustering [K - Means Clustering ]
062 clustering 8Xoj gitir
Section 10
Deep Learning Masterclass
064 Advanced Machine Learning Techniques Lr7g gitir
065 CNN Architecture 0eLq gitir
066 Large Language Models AlnK gitir
067 Transformers SfMZ gitir
068 Deep Generative Models 5bLO gitir
069 Deep Neural Networks PLi9 gitir
070 Deep Sequence Models eVGl gitir
071 Reinforcement Learning gqSW gitir
072 Status of Deep Learning SqTP gitir
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Advanced Machine Learning & Deep Learning Masterclass 2024
Course modified date:
4 Mar 2025
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