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#Statistical Computing

Showing: 16 courses
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R Programming for Beginners - Learn R in 3 Hours

2 rewiews
Comprehensive introduction to R programming, covering data types, manipulation, visualization, and neural networks. Includes hands-on examples and a Pokemon case study for practical application.
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14 Lesons
3 hours 29 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Using Classical Algorithms for Modern Applications: MCMC for Tail Calculations, EM - Lecture

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Explore classical algorithms applied to modern challenges: MCMC for tail probability estimation and EM for PET reconstruction. Gain insights into innovative adaptations of established methods for cutting-edge problems.
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1 Lesons
29 minutes
On-Demand
Free-Video

Learning Base R

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Master fundamental R programming concepts, from basic calculations to advanced topics like simulation and statistics, through hands-on practice and comprehensive coverage of essential functions and data structures.
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47 Lesons
8 hours
On-Demand
Free-Video

Julia

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Learn Julia programming for data analysis, statistics, and linear algebra. Covers databases, plotting, environments, and advanced mathematical concepts with practical tutorials.
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23 Lesons
10 hours
On-Demand
Free-Video

Getting Started with R - R Statistical Software Tutorial Videos

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Comprehensive introduction to R programming for beginners, covering installation, basic operations, data handling, and essential functions. Ideal for those starting their journey in data analysis and statistics.
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17 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

MM Principle of Optimization - CGSI 2023

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Explore the MM Principle of Optimization in computational genomics, covering algorithms, applications in signal processing, and machine learning techniques.
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2 Lesons
48 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Examples of MM Algorithms - CGSI 2024

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Explore MM algorithms through practical examples, enhancing understanding of their applications in statistics, signal processing, and machine learning.
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2 Lesons
47 minutes
On-Demand
Free-Video
Julia Silge

Modeling Hotel Bookings in R Using Tidymodels and Recipes

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Learn to predict hotel bookings using R, tidymodels, and recipes. Explore data, create visualizations, and build decision tree models to gain insights into booking patterns and improve predictions.
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20 Lesons
52 minutes
On-Demand
Free-Video
Java

R in Java - Performance and Implementation Challenges

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Explore R integration in Java, covering performance, memory allocation, and language features. Learn about specialized interpreters and data types for efficient R-Java interoperability.
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34 Lesons
42 minutes
On-Demand
Free-Video
PASS Data Community Summit

Understanding and Visualizing Data Using R in SQL Server

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Explore data analysis using R with SQL Server. Learn to connect, validate, and visualize data through statistical methods and reporting tools. Includes sentiment analysis demo of Twitter PASS MVP Summit.
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1 Lesons
57 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Machine Learning in the Browser

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Explore the frontier of machine learning in web browsers, covering state-of-the-art libraries, implementation challenges, and performance optimization techniques for browser-based ML applications.
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1 Lesons
1 hour
On-Demand
Free-Video
NPTEL-NOC IITM

K-Means Implementation in R

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Implement K-means clustering algorithm in R programming language. Learn data preprocessing, algorithm application, and result interpretation for effective data analysis.
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1 Lesons
21 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

K-Nearest Neighbors Implementation in R

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Implement K-Nearest Neighbors algorithm in R programming language. Learn practical application of this machine learning technique for classification and regression tasks.
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1 Lesons
29 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Variational Inference for Fun and Profit

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Discover the fundamentals of variational inference in statistical analysis, exploring Bayesian techniques, SuSiE PCA methodology, and practical applications in computational genomics and regression modeling.
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1 Lesons
35 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Why Julia is the Future for Data Science Projects

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Explore Julia's advantages for data science, including speed, economic viability, and reduced carbon footprint compared to R and Python.
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1 Lesons
34 minutes
On-Demand
Free-Video
Wolfram

Combining Wolfram Language and R - Integrating R Workflows into Wolfram's Unified Computation Platform

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Integrate Wolfram Language and R workflows, leveraging RLink to expand computational capabilities beyond statistics and access Wolfram's extensive algorithm base.
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1 Lesons
1 hour 34 minutes
On-Demand
Free-Video