cost-related stuff update

colin_curtis_software_engineer_resume.tex

@@ -131,11 +131,10 @@
 
 %Interests/ Keywords/ Summary
 \section{Professional Summary}
-Software engineering is a complex and fast-moving profession where clear communication and
-team-work is as important as technical skill. I am constantly looking for improved processes
-and effective automations. Delivering great customer experience and value is the goal. Effective software with clean
-architecture is the vehicle for achieving that goal.
-
+Software engineering is a complex and fast-moving profession where team-work and clear
+communication is as important as technical skill. Delivering great customer experience and value
+is the goal. In order to consistently reach that goal, cleanly architectured systems
+with a focus on cost-effective practices are the vehicle.
 
 %----------------------------------------------------------------------------------------
 %	EDUCATION
@@ -161,7 +160,7 @@ \section{Skills and Interests}
     		\item C4 software system design
     		\item SOLID coding principles
     		\item ICE product/feature design
-    		\item Linear Algebra, Calculus, Statistics
+    		\item Linear Algebra, Calculus, Statistics, Error Analysis
     	\end{itemize}
 
     \item Personal
@@ -195,14 +194,15 @@ \section{Work Experience}
 
     \item Systems and Tech:
     	\begin{itemize}
-    		\item Python 3, docker, kubernetes, cloudformation
-    		\item AWS: Sagemaker, Cloudwatch, ECR, S3, RDS, EKS
-    		\item other platforms/tools: Splunk, Argo CD, Jenkins CI, Snowflake, Azure AD, jupyter NB
+    		\item python 3, docker, kubernetes, cloudformation, IAM
+    		\item AWS: Sagemaker, Cloudwatch, ECR, S3, RDS, EKS, Cost Explorer, etc.
+    		\item other platforms/tools: Splunk, Argo Orch., Jenkins CI, Snowflake, Azure AD, jupyter NB,
 			\item unittest and mock for testing
     	\end{itemize}
 
     \item Projects and Responsibilities:
     	\begin{itemize}
+			\item Spearheaded ML-training/inference cost-savings initiative, six-figure monthly savings outcome
 			\item Created first version of a SSO authentication flask app to wrap data science web apps, abstracting security concerns away from our customers
     		\item Contributed to model-endpoint testing including LLM token-usage and response-time metrics
 			\item Code and deployment support for engineers and data scientists across squads/chapters