هدادملععماجهرودیاهلصفرس · - T-SQL Querying Introduction - SQL Server Architecture - Select - Predicates and Operators - Three-Valued Logic ... BI Project Manager

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سرفصل‌های‌دوره‌جامع‌علم‌داده

دانشگاه‌تهران

Data Science Fundamentalsمبانی‌و‌مفاهیم‌علم‌داده

دانشگاه تهران @BPERM_ADMIN

مشاوره

Spring 2020

- 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

@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 specialistMahan air Database Administrator ConsultantOver +14 Experienced with SQL

Spring 2020

دانشگاه تهران

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

AmirReza!M.Sc. of Industrial Engineering - University of Tehran

Sessional Lecturer at Sharif University of Technology

Over +5 Years Experiences in Data Science Consultant

Speaker at European – Asia Big Data Conference 2019

Spring 2020


R Programming 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

Spring 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 TehranHead of Process Engineering Research Center,University of Tehran

Spring 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

Spring 2020


Spring 2020

@BPERM_ADMIN

مشاوره

Alireza Hakimi-Asl

- Power BI Introduction and Overview- Importing Data to Power BI- Transforming Data with Power Query-Preprcessing and Data Preparation Techniques-Understanding Data Modeling in Power BI-Visualizing Reports in Power BI- Data Analysis Expressions (DAX)- Leveraging Custom Visuals Visualizing the Measures- Publishing Reports to the Power BI Service

M.Sc. of Industrial Engineering - University of Tehran (Rank 1st )

Member of Iran’s National Elites Foundation

Consultant in the Railways of Iran - Transportation / Logistics

Lecturer in the International Industrial Engineering Conference 2016

هوش‌تجاری‌


@BPERM_ADMIN

مشاوره

Applied Text Mining And Web Mining in Python

وب‌کاوی‌کاربردیو‌متن‌کاوی

-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



MBA Certified – University of Tehran

CEO at AKAM Strategic Data Driving Analytics Company

Spring 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

AmirReza!M.Sc. of Industrial Engineering - University of Tehran

Sessional Lecturer at Sharif University of Technology

Over +5 Years Experiences in Data Science Consultant

Speaker at European – Asia Big Data Conference 2019

Spring 2020


@BPERM_ADMIN

مشاوره


Member of IOT and Big Data Committee in Tehran ICT Guild Organization


کالن‌داده‌تحلیل‌-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

Spring 2020


Data Management & Governance

مدیریت‌و‌حاکمیت‌داده

@BPERM_ADMIN

مشاوره

-Data Management-Data Governance-Data Strategy-DAMA DMBOK-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,

University of Tehran

Dr. Ali Kamandi

Spring 2020


Documents

هدادملععماجهرودیاهلصفرس · - T-SQL Querying Introduction - SQL Server Architecture - Select - Predicates and Operators - Three-Valued Logic ... BI Project Manager