[update]

_posts/2024-05-01-intro.md

@@ -9,7 +9,7 @@ When you go to hunt for a job, you will notice that there are many titles in the
 
 When firms hire people, they are normally looking for someone who is good at one thing and then team up with other people who are good at other things. However, being too specialized also has its drawbacks. Therefore, we need to find a balance between being specialized and being general. 
 
-What I want to become is a <span class="emphasis">seinor machine learning engineer</span> or a <span class="empahsis"> senior data scientist</span> or a <span class="emphasis">tech lead</span>. Here are key responsibilities of those roles:
+What I want to become is a <span class="emphasis">seinor machine learning engineer</span> or a <span class="emphasis"> senior data scientist</span> or a <span class="emphasis">tech lead</span>. Here are key responsibilities of those roles:
 
 - Given database on the cloud, I should know how to do ETL and build data pipelines.
     - such as using Apache Airflow, dbt, GNU Make, etc.
@@ -33,5 +33,5 @@ What I want to become is a <span class="emphasis">seinor machine learning engine
     - the deliverable is a clean and well-organized Python script.
     - typical tasks include logging, monitoring, alerting, etc.
 
-
+All posts will be project-based. I will start with a simple project and then gradually increase the complexity of the project. The goal is to show you how to build a machine learning project from scratch, in which you can do full-cyle machine learning development, monitoring, and deployment.