ODSC - Open Data Science

NOVEMBER 5, 2024

Some data points only have a 0.0005976% chance to have arranged themselves randomly around a line. Hypothesis Testing and Machine Learning Now here’s the kicker: when you do machine learning (including that simple linear regression above), you are in fact searching for hypotheses that identify relationships in the data.

Hypothesis Testing 52

Hypothesis Testing Machine Learning Machine Learning Data Mining 52

Data Science Dojo

AUGUST 30, 2023

Applied Data Science However, Applied Data Science, a subset of Data Science, offers a more practical and industry-specific approach. But what are the key concepts and methodologies involved in Applied Data Science? An Applied Data Scientist must have a solid understanding of statistics to interpret data correctly.

Data Science 195

Data Science Hypothesis Testing Machine Learning Machine Learning 195

Data Science Dojo

JANUARY 16, 2023

Exploratory analysis Exploratory analysis involves consulting various data sets to see how certain variables may be related, or how certain patterns may be driving others. Diagnostic analytics includes methods such as hypothesis testing, determining a correlations v/s causation, and diagnostic regression analysis.

Data Analysis 195

Data Analysis Data Analysis Data Analyst Big Data 195

Pickl AI

NOVEMBER 4, 2024

Mathematics is critical in Data Analysis and algorithm development, allowing you to derive meaningful insights from data. Statistics Understand descriptive statistics (mean, median, mode) and inferential statistics (hypothesis testing, confidence intervals). Calculus Learn to understand derivatives and integrals.

Data Science 52

Data Science Python Machine Learning Machine Learning 52

Pickl AI

MAY 29, 2024

Mastering programming, statistics, Machine Learning, and communication is vital for Data Scientists. A typical Data Science syllabus covers mathematics, programming, Machine Learning, data mining, big data technologies, and visualisation. Domain-specific knowledge enhances relevance.

Data Scientist 52

Data Scientist Data Science Machine Learning Machine Learning 52

Pickl AI

OCTOBER 14, 2024

Role in Extracting Insights from Raw Data Raw data is often complex and unorganised, making it difficult to derive useful information. Data Analysis plays a crucial role in filtering and structuring this data. Techniques Hypothesis Testing: Determining whether enough evidence supports a specific claim or hypothesis.

Data Analysis 52

Data Analysis Data Analysis EDA Data Mining 52

Pickl AI

AUGUST 27, 2024

Statsmodels Allows users to explore data, estimate statistical models, and perform statistical tests. It is particularly useful for regression analysis and hypothesis testing. Pingouin A library designed for statistical analysis, providing a comprehensive collection of statistical tests.

Data Analysis 52

Data Analysis Data Analysis Python Data Analyst 52