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+				<section>
+          <section data-markdown data-separator="---" data-separator-notes="^Note:">
+            <textarea data-template>
+              <u>Containers</u>
+              <br/>
+              <br/>
+              Ameya Shenoy
+              <br/>
+              <a href="https://github.com/codingcoffee" target="_blank">@codingcoffee</a>
+              Note:
+              Feel free to heckle.
+              Interupt me. Ask questions in the middle, makes this fun, I like it.
+              Or you can wait till the end, but interactive is good
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+
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+          <section data-markdown data-separator="---" data-separator-notes="^Note:">
+            <textarea data-template>
+              <img data-src="./images/vm_vs_container.jpg"></img>
+              <br/>
+              VM Vs Container
+              Note:
+              I'll be talking about containers, their basic underlying working, their functionality how eYantra can benefit it
+              been around since 2008, as c-groups in linux, this paved the path for containers later on
+              - examples: firejail, lxc, docker
+
+              ---
+
+              Limitations of VM
+                - dependency hell
+                - versioning
+                - upgrades
+                - replication
+
+              Note:
+              - originally traditional servers, perfect replication not possible, multiple variables
+                - os, os version, os deps and versions, application deps and versions
+              - probelems
+                - versioning: i setup test env today, and setup production tomorrow, there may be inconcistency in the OS level deps, which may cause incompatibility
+                - upgrade: keeping all deps updated is important to avoid security vulns, but it comes at a cost of inconcistency
+                - replication: b/w qa and prod env, local dev, works on my machine, doesnt work in prod, dev work on mac books, prod is centos
+
+              ---
+
+              Containers
+                - filesystem isolation
+                - process isolation
+                - device isolation
+                - network isolation
+                - scaling
+
+              Note:
+              - now containres, package entire app, incluing the OS level deps, makes it easy to deploy and have concistency in the environemnts
+
+              - now:
+                - isolation
+                  - fs: file:///home/cc firefox demo, iso apps scannnig directories they are not supposed to, like chrome
+                  - process: app 1 isnt aware about app b running
+                    - d run -it --rm --name nginx nginx:alpine
+                    - d exec -it nginx sh
+                  - device: GPU
+                    - lxc exec steam -- sudo --login --user ubuntu bash
+                      - nvidia-smi
+                    - lxc exec matlab -- sudo --login --user ubuntu bash
+                      - nvidia-smi
+                  - network:
+                    - d run -it --rm python:3.9.4-alpine3.13 sh
+                    - d run -it --rm --network none python:3.9.4-alpine3.13 sh
+                - scaling: better utilization of resources, resource allocation and sharing
+
+              ---
+
+              Kubernetes
+                - 0 downtime upgrade <a href="https://nginx-blue-green.codingcoffee.me/" target="_blank">demo</a>
+                - maintains state
+                - scaling
+
+              Note:
+              - Production-Grade Container Orchestration Platform
+              - container orchestration takes away a lot of operations workload from engg
+              - SSL termination
+              - think of k8s as a knowledge base of all the best practicies of deployment for applications built at scale by Google
+
+            </textarea>
+          </section>
+        </section>
+
+				<section>
+          <section data-markdown data-separator="---" data-separator-notes="^Note:">
+            <textarea data-template>
+              Refs
+                - <a href="https://ieeexplore.ieee.org/abstract/document/7036275" target="_blank">To Docker or Not to Docker: A Security Perspective</a>
+                - <a href="https://arxiv.org/abs/1501.02967" target="_blank">Analysis of Docker Security</a>
+                - <a href="https://www.seltzer.com/margo/teaching/CS508.19/papers/merkel14.pdf" target="_blank">Lightweight Linux Containers for Consistent Development and Deployment</a>
+
+              Note:
+              - A few papers which I read, but I'd rather you practically use this stuff
+            </textarea>
+          </section>
+        </section>
+
+				<section>
+          <section data-markdown data-separator="---" data-separator-notes="^Note:">
+            <textarea data-template>
+              Thanks for listening!
+              <br/>
+              <br/>
+              <br/>
+              <div style="text-align: left">
+                <small>
+                  <a href="https://gitea.codingcoffee.me/codingcoffee/slides" target="_blank">codingcoffee/slides</a>
+                </small>
+              </div>
+              <div style="text-align: right">
+                <a href="https://codingcoffee.dev/" target="_blank">Ameya Shenoy</a>
+              </div>
+            </textarea>
+          </section>
+        </section>
+			</div>
+		</div>
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