هدادملععماجهرودیاهلصفرس · - Modeling for Data Mining - Classification Algorithm - Clustering Model - Association Rule Mining - Anomaly Detection - Time Series

1

سرفصل‌های‌دوره‌جامع‌علم‌داده

دانشگاه‌تهران

Statistics and Linear Algebra forData Science

آمار‌و‌جبر‌خطی‌برای‌علم‌داده

@BPERM_ADMIN

مشاوره

An Introduction to Statistic Analysis in real World Data types Sample spaces, probability axiomsEstimating parameters of a population using sample statisticsData WranglingData ManipulationMatrix & ArrayRandom variables, expectation (mean) & varianceProbability and Statistic DistributionsNormal DistributionCovariance | correlationHypothesis testing and confidence intervalst-tests and ANOVA | chi-squared testLinear RegressionExploratory Data Analysis

دانشگاه تهران

Fall 2020

AmirReza TajallyM.Sc. of Industrial Engineering - University of Tehran

Sessional Lecturer at Sharif University of Technology

Speaker at European – Asia Big Data Conference 2019

Over +5 Years Experiences in Data Science Problem Solving

Data Quality & Analytics Consultant – Saipa Group

مبانی‌و‌مفاهیم‌علم‌داده

دانشگاه تهران @BPERM_ADMIN

مشاوره

- Machine Learning and Data Mining- Application of Data Mining- Crisp-DM Methodology - Data Preprocessing - Modeling for Data Mining- Classification Algorithm- Clustering Model- Association Rule Mining- Anomaly Detection- Time Series Analysis- RFM Analysis- Model Evaluation

Mohammadreza MohtatPrincipal Data Scientist and Big Data Strategist

M.Sc. of Information Technology Management

University of Tehran

MBA Certified – University of Tehran

CEO at AKAM Strategic Data Driving Analytics Company

Data Science Fundamental

Fall 2020

@BPERM_ADMIN

مشاوره

پایگاه‌داده

Hamid Reza Sadeghian

- T-SQL Querying Introduction- SQL Server Architecture - Select - Predicates and Operators - Three-Valued Logic - Date and time Data - Metadata - Joins - Subqueries - Table Operators - Set Operators - Advanced T-SQL Query - Data modification - Transactions and concurrency

Database specialist

Mahan air Database Administrator Consultant

Over +14 Experienced with SQL


Fall 2020

PythonZero to Hero

From Beginner to Advance!+ Machine Learning

Pythonبرای‌علم‌دادهAn Introduction to Machine LearningExploring DataData Preparation and CleaningData Pre-processing & ProcessingPython libraries suitable for Machine LearningNumpy, Scipy, Pandas and Scikit-Learn for ML Matplotlib, seaborn & Bokeh for Data VisualizationGetting Started with supervised LearningClassification Models and EvaluationRegression Models and EvaluationGetting Started with Unsupervised LearningClustering Models and Evaluation

@BPERM_ADMIN

مشاوره







Fall 2020

for Data Science

برای‌علم‌دادهRزبان‌برنامه‌نویسی‌

@BPERM_ADMIN

مشاوره

Mohsen MehdiniaCEO – GSS Tech

Former Technical Engineering Manager Sam service

Over +10 Years Experienced in Customer Analytics &

Technical support Services in B2B & B2C Companies

General Introduction into the R Ecosystem R Syntax BasicsProgramming with RDescriptive StatisticsStatistical Functions in RRegression Models in RData TransformationsDirty Data ProblemsData CleaningExploratory data analysisClassification and Clustering ModelsEvaluation ModelsDemonstration of a Data Analysis Project in R


Fall 2020

@BPERM_ADMIN

مشاوره

Dr. Ali Bozorgi Amiri

فرآیند‌کاوی

Process Mining

Introduction to Data ScienceProcess Science and Business Process ManagementType of Process mining Process Discovery TechniquesImproving Process ModeOperational Support and ConclusionsProcess Mining with ProM

Assistant professor at University of Tehran

Head of Process Engineering Research Center,



Fall 2020

@BPERM_ADMIN

مشاوره

داستان‌سرایی‌داده

Data Storytelling

Ali SaediPhD of Business IntelligenceBI Project Manager at: MCI, Carpino, …BI Lecturer at: Irancell, National Standards Organization, Saman Bank, Ayande Bank, …

- Business Intelligence Fundamentals- Overview of ETL- KPI Definition- Data Visualization with Tableau- Connecting to Data- Visual Analytics- Dashboards and Stories- Mapping- Calculations- Review Tableau Prep- Review Tableau Server


Fall 2020

Fall 2020

@BPERM_ADMIN

مشاوره

Applied Text Mining And Web Mining in Python

و‌وب‌کاوی‌کاربردیمتن‌کاوی

-Introduction to Text Mining-Architecture of Text Mining Systems-Text Cleaning and Preparation-Word Embedding-Text Clustering -Topic Modeling-Predictive Modeling with Text-Sentiment Analysis-Graph Theories-Social Network Analysis-Community Detection

Social Network Analysis


Fall 2020

Mohammadreza MohtatPrincipal Data Scientist and Big Data Strategist

M.Sc. of Information Technology Management


MBA Certified – University of Tehran

CEO at AKAM Strategic Data Driving Analytics Company

Fall 2020

@BPERM_ADMIN

مشاوره

اتحلیل‌کالن‌داده‌ه-Big Data Fundamentals-Introduction to Big Data analysis with Spark-Spark Architecture and Components-Setting up Python with Spark -Spark Basics-Programming with RDDs-SparkSQL, DataFrames and Datasets-Machine Learning with PySpark MLlib-Advanced Spark Topic


Dr. Saeed RouhaniAssociate Professor at University of Tehran

Vahid AmiriM.Sc. of Information Technology Engineering

Course Instructor at Sharif and Tehran University

Over +8 Years Experiences in Big Data Field

Fall 2020

Data Management & Governance

مدیریت‌و‌حاکمیت‌داده

@BPERM_ADMIN

مشاوره

-Data Management-Data Governance-Data Architecture-Data Quality Management-Data Modeling and Design-Data Integration and Interoperability-Reference and Master Data-Data Management Maturity Assessment

Assistant professor at University of TehranHead of Research Center for Science and Data Management,


Dr. Ali Kamandi


Fall 2020

Deep Learningقیادگیری‌عمی

@BPERM_ADMIN

مشاوره

An Introduction to Deep LearningNeural Networks BasicsKey concepts on Deep Neural NetworksOptimization AlgorithmsHyperparameter tuning, Batch NormalizationTensorflow & KerasFoundations of Convolutional Neural NetworkBuilding a Recurrent Neural NetworkNatural Language Processing and Word Embeddings


Fall 2020






Documents

هدادملععماجهرودیاهلصفرس · - Modeling for Data Mining - Classification Algorithm - Clustering Model - Association Rule Mining - Anomaly Detection - Time Series