Select the Appropriate Solution
•Business needs
•Solution identification
•Model selection
•Business needs
•Solution identification
•Model selection
Data X
- Thread starter abiodun1991
- Start date
Business Needs and Solution Identification
Data Scientists usually function as the team collaborator.
Duties include:
Data Scientists usually function as the team collaborator.
Duties include:
- Understanding business needs
- Delineating between needs, wishes, and reality
- Defining clear objectives
- Identifying possible solutions
- Assessing viability and risks
Model Selection
•Descriptive statistics
•Predictive statistics
•Machine learning
•Visualizations
•Descriptive statistics
•Predictive statistics
•Machine learning
•Visualizations
Privacy and Security in Data Use
•Get assistance
•Consider the damage
•Organizational responsibilities
•Get assistance
•Consider the damage
•Organizational responsibilities
Masking Sensitive Data
•Collect minimum personal data necessary
•Anonymize where possible
•Policies
•Audits
•Collect minimum personal data necessary
•Anonymize where possible
•Policies
•Audits
Recognize Considerations of Data
•Structured and unstructured data
•Tidy and messy data
Generated, synthetic, and public d
•Structured and unstructured data
•Tidy and messy data
Generated, synthetic, and public d
Store and Manipulate Data
•Data processing infrastructure
•Data formats and compression
•Automated workflows and data persistence
•Data refresh cycles and archiving
•Data streaming, batching, and pipelines
Data operations and error managemen
•Data processing infrastructure
•Data formats and compression
•Automated workflows and data persistence
•Data refresh cycles and archiving
•Data streaming, batching, and pipelines
Data operations and error managemen
Data Processing Infrastructure
•Hardware
•Software
•Storage
•Processing units
•Networking
•Cloud services
•Data center
•Data pipelines
•Monitoring tools
•Hardware
•Software
•Storage
•Processing units
•Networking
•Cloud services
•Data center
•Data pipelines
•Monitoring tools
Data Formats and Compression
Tabular
•CSV
•XML
Nestd-hierchical
•JSON
•Parquet
•Arvo
•ORC (Optimized Row Columnar)
•Protocol
Tabular
•CSV
•XML
Nestd-hierchical
•JSON
•Parquet
•Arvo
•ORC (Optimized Row Columnar)
•Protocol
Automated Workflows and Data Persistence
•Version control
•Code repositories
•Containers
•Workflow automation
•ACID data
•Version control
•Code repositories
•Containers
•Workflow automation
•ACID data
Data Batching, Streaming, and Pipelines
Data batching
•Random
•Stratified
•Time-based
Data batching
•Random
•Stratified
•Time-based
Hi, Abiodun. do you experience any permission errors when trying to read or write on the vscode environment? see image below. 