workspace_premium Certifications

Create a state diagram • Write a feature proposal • Query data from the web • Visualize live data

Project Setup • Kafka Integration • H2 Integration • REST API Integration • REST API Controller

Investigate and analyze price data • Price a commodity storage contract • Credit risk analysis • Bucket FICO scores

Big data fundamentals & architecture • AI/ML integration with big data • Data governance & quality considerations

AI risk identification & governance • Model risk management • Responsible AI practices

Azure Cognitive Services overview • Speech-to-text & text-to-speech • Language understanding (LUIS) • Computer vision APIs

PyTorch fundamentals & tensors • Training workflows • Computer vision with CNNs • Transfer learning • Model deployment • PyTorch 2.0 & torch.compile

Power Query data transformation • Data modeling & relationships • DAX formulas & measures • Interactive dashboards & reports

Text preprocessing • Sentiment analysis & topic modeling • Transformers architecture • Pretrained LLMs with Hugging Face

Trading strategy design & backtesting • Technical indicators in Python • Machine learning trading models • Live strategy deployment on AWS

Python for data analysis with NumPy & Pandas • Data visualization with Matplotlib & Seaborn • Machine learning with Scikit-Learn • Deep learning with TensorFlow & Keras • End-to-end ML project workflows

Flink SQL & stream processing • Kafka Streams integration • Stateful stream processing • Event-time & windowing

Microsoft Fabric lakehouse architecture • Data pipelines & Dataflows • Copilot-assisted data engineering

Batch & streaming ingestion patterns • Data pipeline design • Ingestion-at-scale case study

Centralized logging strategies • Metrics aggregation pipelines • Observability case study

Event-driven design patterns • Pub/sub messaging • Asynchronous system design • Event schema & contracts

Kafka Streams API • Stream topology design • Stateful processing & windowing

Queueing patterns & message brokers • Reliability & delivery guarantees • Decoupling systems with queues

MATLAB syntax & variables • Vectors & matrices • Plotting & visualization • Scripts & basic programming logic

Building dbt models • Sources & staging • Testing & documentation • Jinja templating & macros

Timezone conversions with Date/Time types • Geolocation mapping via IP • Tasks & MERGE statements • Change data capture with Streams • Event-driven loading with Snowpipe

Stage objects & staged data queries • GeoSpatial data & functions • External tables & materialized views • User-defined functions • Parquet & Iceberg table support

Share-based databases • Direct shares with consumers • Exchanges as provider & consumer • Marketplace data discovery • Data enhancement sharebacks

Streamlit UI forms • Reading & writing Snowflake tables with Python • REST API data collection • GitHub-managed code

Creating & loading tables • File formats & compute resources • COPY INTO statements • Transforming CSV & JSON data

AWS SDKs & CLI for developers • Lambda functions • DynamoDB & storage services • Deploying applications on AWS

Secure coding principles assessment • Vulnerability identification • Best-practice validation

OWASP Top 10 vulnerabilities • Secure coding practices • Injection & authentication attacks • Cryptography fundamentals • Security testing techniques

Anypoint Platform architecture • API design with RAML • DataWeave transformations • Mule flow development & error handling • API deployment & management

APIM instance setup & configuration • API policies & transformations • Developer portal customization • OAuth/JWT security • API versioning & products

EC2 compute instances • S3 storage & buckets • IAM users & permissions • VPC networking basics • Core AWS service overview

Anypoint Studio & connectors • DataWeave data transformation • Flow design & error handling • Deploying & testing Mule applications

XML data with DTDs & XML Schema • JSON data model • XPath & XQuery • XSLT for querying & transforming XML

Star schemas & the data cube concept • OLAP Cube & Rollup operators • Recursive SQL queries

Indexes & transactions • Constraints & triggers • Views & authorization in relational databases

Introduction to relational databases • Comprehensive coverage of SQL as a query language

Relational algebra • Dependency theory & normal forms • UML data modeling & schema translation

Investment industry overview • Ethics & professional standards • Quantitative concepts & economics • Financial statement analysis • Equity, fixed income & derivatives • Portfolio management basics

Fundamental & technical analysis • Stock valuation methods • Reading financial statements • Building a long-term portfolio

Trading floor terminology & futures basics • Payoff diagrams & put-call parity • Combination spreads • The Greeks: Delta, Gamma, Theta, Vega & Rho

Banking industry structure • Retail vs. commercial banking • Regulatory landscape overview

Revenue & expense recognition • Profitability metrics • Reading an income statement

Assets, liabilities & equity • Balance sheet structure • Financial position analysis

Liquidity & solvency ratios • Profitability ratios • Leverage & efficiency metrics

Stock market fundamentals • ETFs vs. index & mutual funds • Portfolio diversification • Brokerage account setup & investing strategy

Professional written & verbal communication • Workplace communication etiquette • Stakeholder messaging

Jira setup & project configuration • Boards & backlog management • Sprint planning • Agile workflow tracking