2024-2025
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🟣 DAMA DMBOK preparation for the CDMP exam
data architect body of knowledge (DWH, metadata, MDM, integration, governance, document management) -
🏫 IBM Advanced Data Science Professional Certificate
deep learning
CoC
2020-2023
¶ Data Analytics
- 🟣 Association Mining for Machine Learning
support, confidence, lift; naive, apriori algo; (no-code). - 🟣 The Business Intelligence Analyst
descriptive stats; inferential stats; hypothesis testing; MySQL Tableau Python pymysql. CoC - ℹ️ Build Your Analytical Skills with Statistical Analysis
probability; Bayes; hypothesis testing; ANOVA; regression; (no-code). CoC - 🟣 Data Warehousing - for Solution Architects
Kimball; Inmon; Slowly Changing Dimensions. CoC - 🟣 Microsoft Power BI Desktop -
Data models, DAX, Measures, Reports, Bookmarks, Slicers, Fields parameters, Drill up/down/through, Interactions, Smart narratives, Key influencers. - 🟣 Decision modeling with Excel -
Decision making using sensitivity analysis, decision tree, utility theory, Bayesian statistics, Monte Carlo simulation CoC - ℹ️ Machine Learning and AI Foundations: Prediction, Causation, and Statistical Inference
statistics vs. data mining; CRISP-DM; - ℹ️ Learning Public Data Sets
US Census Bureau; EDGAR; Bureau of Economic Analysis; Bureau of Labor Statistics; World Bank; Eurostat;
OECD; Google Public Data Explorer; AWS Public Data Sets; Data .gov; University of California, Irvine, Center for Machine Learning; etc. - ℹ️ Business Analytics Foundations: Predictive, Prescriptive, and Experimental Analytics
use cases and tools for BA, PRA, PSA, EXA - 🟣 NLP - natural language processing with Python
POS, NER, Scikit-learn, Spacy, NLTK, sentiment analysis, deep learning, Keras, NRR, LSTMs, chat bots - ℹ️ Data, Economic Modeling, and Forecasting with Stata
intro to Stata - ℹ️ Data Mining in Python
CRISP-DM, PCA (dim. red.), K-means (clustering), KNN (classification), Apriori & FP-Growth (association), ARIMA & MLP (time-series), nltk (text) - ℹ️ Python for Data Science Essential Training (1)
matplotlib nltk BeautifulSoup Plotly
- 🟣 Credit Risk Modeling in Python -
self expl. Logistic Regression - 🏫 IBM Data Science Professional Certificate
John Rollins's data science methodology; IBM Cloud; classification and regression machine learning, SLR, MLR, model evaluation, KNN, Dec. Trees, Regr. Trees. Logistic Regr, SVM, multiclass prediction, k-means clustering; ridge regr. grid search; sklearn pipelines; folium, plotly and dash. CoC
¶ IT Architecture
- 🟣 Architecting Big Data Solutions
context for Sqoop, Flume, Kafka, HDFS, Cassandra, Neo4j, Spark. CoC - 🟣 PreSales Solution Architect
x-bilities; RFP and other documents. CoC - 🟣 Documents produced by IT Architects
selection criteria; POC and other documents. CoC - ℹ️ Technical Product Management
idea generation. - 🟣 Product Management
Customer; Market; Metrics; MVP; Experiments. HEART Metrics Framework; Balsamiq. CoC - 🟣 90 days or less (Product Management)
Blue Ocean strategy; Business Model Canvas. - 🟣 Solution architect
Design Patterns; Design quality attributes. - ℹ️ Balanced scorecard and KPIs
"U-get-what-U-measure"; "Vorsicht"; Leading measures & outcome measures; KPIs wrt session statement. - ℹ️ Business cases
TBC
¶ Applications
- 🟣 Getting Started with Apache Flink
stream-processing (similar to AWS KDA) and batch-processing - 🟣 Beyond Jupyter Notebooks
Apache Superset, Minio, API-Star, Airflow - 🟣 Distributed Systems & Cloud Computing with Java
Zookeeper, Service Discovery, Kafka intro, HAProxy, TF-IDF search implementation, MongoDB, sharding, CAP. CoC - ℹ️ Learning Apache Airflow -
self expl.
¶ Cloud - HPC
- 🟣 AWS Certified Solutions Architect Associate SAA-C03
use-case mapping of most AWS services - 🟣 AWS Certified Data Analytics Specialty 2023
Kinesis, S3, DynamoDB, Glue, EMR, Lambda, KDA, OpenSearch, Athena, Redshift, Quicksight. CoC - 🟣 AWS Analytics - Athena Kinesis Redshift QuickSight Glue
self expl. - ℹ️ AWS ECS
self expl. - 🟣 Docker with AWS ECS and Fargate
Docker; Flask; AWS ECR, ECS, Fargate - 🟣 Master Containerization with AWS: Amazon ECS, EKS, Fargate -
self expl. Docker, ECR, ECS, Fargate, EKS, Minikube - 🟣 Create a Node JS backend app and host it on AWS
Express; Docker; AWS Fargate; - 🟣 AWS Serverless APIs and Apps - a complete introduction -
AWS API gateway, node.js, Lambda, Dynamodb, Cognito User pools, S3 SPA, Cloudfront.python - ℹ️ Deploying Scalable Machine Learning for Data Science
Python API with Flask; R API with Plumber; Docker; Kubernetes; Minikube
- ℹ️ Learning Kubernetes
self expl. - ℹ️ Parallel and concurrent programming in Python (1) & (2) -
Mutex; locks; liveness.Clusters.
¶ Other
- 🟣 Dynamics of Knowledge Organisation
coping with evolving semantics and ontologies in KBs; the semantic web. - 🟣 Knowledge Management
MBTI, KOLB's learning style model; WORLDSEARCH (labor market policies); StatNet; UK Knowledge Network Program (policy analysis). etc. - 🟣 Decision Making
system 1 and system 2; cognitive biases. CoC
