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Email: it@huph.edu.vn
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Data Science Courses
Professional Certificate in Data Science 2024
0 students
Last updated
Jan 2025
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Overview
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Course content
Sections:
14
•
Activities:
0
•
Resources:
148
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Section 1
Python Programming Basics For Data Science
001 Downloading and Setting up Python and PyCharm IDE UjKg gitir
002 Python For Absolute Beginners Setting up the Environment Anaconda mxOP gitir
003 Python For Beginners Variables Part 1 ot7V gitir
004 Python For Beginners Variables Part 2 4KfQ gitir
005 Python For Beginners Variables Part 3 CK4K gitir
006 Python For Beginners Lists maLf gitir
007 Python For Beginners Lists Part 2 z4BL gitir
008 Python For Beginners Lists Part 3 lF17 gitir
009 Python Conditions if if else and elif Part 1 2QR7 gitir
010 Python Conditions if if else and elif Part 2 xVUW gitir
011 Python Relational Operators Boolean operators HS0S gitir
012 Python For beginners Loops Iteration TRFM gitir
013 Python Programming Tutorial Loops part 1 Guess the number program uqII gitir
014 Python Programming Tutorial Loops part 2 Getting a random number KOHZ gitir
015 Python Programming Tutorial Loops part 1 Guess the number program Modified cm1P gitir
016 Python program to Find the Class Average AQiT gitir
017 Python Functions Demonstration MUbm gitir
018 Pass by reference vs value sHES gitir
019 Python Function Arguements Required Keyword Default RH4G gitir
020 Python For Loops Iteration Repetition jxOK gitir
021 Python File Handling Part 1 aJE3 gitir
022 Introduction to Software Design Problem Solving U4Px gitir
023 Software Design Flowcharts Sequence rKjE gitir
024 Software Design Repetition cs1w gitir
025 Flowcharts Questions and Answers Problem Solving T75E gitir
026 Add two numbers wD9I gitir
027 Selection Sort Algorithm x8sR gitir
028 Bubble Sort Algorithm qhJP gitir
029 Python hands On Tutorial 1 zh8Z gitir
030 Python hands On Tutorial 2 Built In Functions LSmQ gitir
031 Tutorial 3 if conditions 7RgM gitir
032 Tutorial 4 while loops LmVh gitir
Section 2
Introduction to Machine Learning
034 Motivations for Machine Learning KgG8 gitir
035 Why Machine Learning dvt0 gitir
Section 3
Setting up the Environment for Machine Learning
036 Downloading and Setting up Anaconda for Machine Learning x5nr gitir
037 Introduction to Google Colabs xIYq gitir
Section 4
Supervised Learning
038 Univariate Linear regression Part 1 1PBX gitir
039 Univariate Linear regression Part 2 SBht gitir
040 Multivariate Linear Regression ToWh gitir
041 Logistic regression CqeW gitir
042 Naive Bayes Classifier nwDW gitir
043 Trees GC4U gitir
044 SVM yHlV gitir
045 Support Vector Machines Hands On with Google Colabs HfKT gitir
046 Decision Trees Hands On with Google Collabs mtoD gitir
047 Random Forest Hands On with Google Collabs ezs9 gitir
Section 5
Unsupervised Learning
048 What is clustering in Machine Learning qECR gitir
049 K Means Clustering OUxI gitir
050 hands on K Means clustering with python step by step implementation SiGe gitir
051 K Means clustering Code walkthrough with Theory Practical 1tvo gitir
Section 6
Artificial Neural Networks
052 Introduction to Artificial Neural Networks EKdv gitir
Section 7
Data Pre-processing
053 Data Pre processing Scaling with a demonstration in python 0eMl gitir
054 Data Pre processing Normalization Binarization Standardization in Python 3UJH gitir
055 Feature Selection Techniques Univariate Selection uDhT gitir
Section 8
Real world projects [Hands-on]
056 SVM Hands On LGZf gitir
057 Trees Hands On TJOw gitir
058 Random Forest Hands On with Google Collabs uCkA gitir
Section 9
Algorithm Analysis For Data Scientists
059 Algorithms Introduction to Algorithms ojlu gitir
060 Entering the World of Algorithms k5j0 gitir
061 Algorithms Flowcharts Pseudocodes f3EW gitir
062 Algorithms Dynamic Connectivity BWKy gitir
063 Algorithms Dynamic Connectivity part 2 VPWF gitir
064 Algorithms Quick Find Eager Approach zd8l gitir
065 Algorithms Quick Find Demo Example from Princeton Uni jZKl gitir
066 Algorithms QuickFind Part 1 X1QV gitir
067 Algorithms QuickFind Part 2 efv2 gitir
068 Algorithm Analysis Part 1 BwOm gitir
069 Algorithm Analysis Part 2 Theoretical Analysis Big O Notation rNKr gitir
070 Algorithm Analysis Part 3 Big O Arithmetic ulBQ gitir
071 Sum of 3 problem and solution SyRu gitir
072 Selection Sort Algorithm 1rz1 gitir
073 Big O Big Omega and Big Theta Notation Lecture Tutorial Part 1 oZMK gitir
074 Big O Big Omega and Big Theta Notation Lecture Tutorial Part 2 KTIo gitir
075 Big O Big Omega and Big Theta Notation Lecture Tutorial Part 3 9O1E gitir
076 Big O Big Omega and Big Theta Notation Lecture Tutorial Part 4 yU9M gitir
077 Big O Big Omega and Big Theta Notation Lecture Tutorial Part 5 V2L0 gitir
Section 10
Deep Convolutional Generative Adversarial Networks (DCGAN)
082 What are GANs Generative Adversarial Networks GANs Q0NX gitir
083 Import TensorFlow and other libraries 3GRN gitir
084 Load and prepare the dataset JL0w gitir
085 Create the models The Generator jQQm gitir
086 Create the models The Discriminator 9YjT gitir
087 Define the loss and optimizers b2g0 gitir
088 Define the training loop qyCS gitir
089 Train the model Part juE4 gitir
090 Create a GIF QAAR gitir
091 GAN vs DCGAN difference PjqW gitir
092 Download the Source code jsCz gitir
093 Output qVXx gitir
094 Setting up the Environment Anaconda PoqR gitir
095 KERAS Tutorial Developing an Artificial Neural Network in Python Step by Step X6bY gitir
Section 11
Java Programming For Data Scientists
100 Major Java Features S1Kp gitir
101 JDK JRE JVM Platform Classloader m2vu gitir
102 Entering the Object oriented programming world Classes Objects Cu26 gitir
103 Classes Objects le4r gitir
104 Creating Objects from Classes RHoI gitir
105 Constructors myBV gitir
106 Methods parameter vs arguement C9ht gitir
107 Method Overloading htDb gitir
108 Method Overloading Demo FGlU gitir
109 Data Abstraction ZHYp gitir
110 Encapsulation 3Bjq gitir
111 Inheritance Aifx gitir
112 Inheritance Demo TlYe gitir
113 Inheritance instanceof Demo 95Bi gitir
114 Static XlbB gitir
115 Abstract Classes ZYl1 gitir
116 Nested Classes Inner Class JGNw gitir
117 Object Oriented Programming Lab Exercise 1 With Solution fLO6 gitir
118 Object Oriented Programming Lab Exercise 2 p44t gitir
119 Creating Threads Extending the Thread Class R4oi gitir
120 Creating Threads Using Runnable Interface 0krn gitir
121 getName getId getPriority setPriority 3 getState MIN PRIORITY NORM PRI zTVW gitir
122 Pausing the execution of a thread pA98 gitir
123 Synchronization Part 1 Method Synchronization 1IqL gitir
124 Synchronization Part 2 Synchronized Block UeAG gitir
125 Deadlock Threads wtyG gitir
126 Download Eclipse OhO1 gitir
127 I O Streams Introduction UW1M gitir
128 Byte Streams AIDd gitir
129 Byte Streams Demo zKtd gitir
130 Character Streams Demo 0HdI gitir
131 Creating Directories Avjy gitir
132 Listing Directories ZmN6 gitir
133 Java Object Serialization Write an object to a file tEqS gitir
134 Java Object Serialization Serialization Read an object from file rKqD gitir
135 Java Object Serialization Transient variable QFQe gitir
136 Java Garbage Collection Part 1 RGUe gitir
137 Java Garbage Collection Part 2 sU6x gitir
138 Exception Handling Introduction Ti2f gitir
139 Exception Handling Termination Demo ZeBL gitir
140 TryCatchDemo 2Gwc gitir
141 Multiple CatchBlock Demo BOsI gitir
142 TryAndFinally Demo 7U75 gitir
143 Introduction to Generics A1Z4 gitir
144 Arrays Part 1 HLGb gitir
145 Arrays Part 2 Insert search delete unordered array 6XIk gitir
146 ArrayList Demonstration xPfH gitir
147 Vector Lecture Demo 6iZr gitir
148 Find factorial of a number using recursion riJp gitir
149 Splitting the string using the split method jc8i gitir
150 Find the GCD Greatest Common Devisor 96NW gitir
151 String reverse example using recursion nTNL gitir
152 Java 9 New Features Guest Lecture 0KHZ gitir
153 Java 9 Interfaces What s New rsi4 gitir
Section 12
Kaggle - Covid 19- Classification (Chest X-ray.) - Covid-19 & Pneumonia
156 Demo without voice Tik8 gitir
157 Demonstration with Step by step Guidance With voice dF4F gitir
Section 13
How to Develop a CNN From Scratch for CIFAR-10 Photo Classification
159 Demo Sjve gitir
Section 14
Predicting Stock Prices Using an ARIMA Model
162 Demonstration nQiI gitir
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Professional Certificate in Data Science 2024
Course modified date:
11 Jan 2025
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