Update README.md (flyteorg#1661)

Signed-off-by: Divyansh Bansal <[email protected]>

README.md

@@ -61,13 +61,13 @@
 
 ## 💥 Introduction
 
-Flyte is a structured programming and distributed processing platform that enables highly concurrent, scalable and maintainable workflows for `Machine Learning` and `Data Processing`. It is a fabric that connects disparate computation backends using a type safe data dependency graph. It records all changes to a pipeline, making it possible to rewind time. It also stores
-a history of all executions and provides an intuitive UI, CLI and REST/gRPC API to interact with the computation.
+Flyte is a structured programming and distributed processing platform that enables highly concurrent, scalable, and maintainable workflows for `Machine Learning` and `Data Processing`. It is a fabric that connects disparate computation backends using a type-safe data dependency graph. It records all changes to a pipeline, making it possible to rewind time. It also stores
+a history of all executions and provides an intuitive UI, CLI, and REST/gRPC API to interact with the computation.
 
-Flyte is more than a workflow engine -- it uses a `workflow` as a core concept and a `task` (a single unit of execution) as a top level concept. Multiple tasks arranged in a data
-producer-consumer order create a workflow.
+Flyte is more than a workflow engine -- it uses `workflow` as a core concept and `task` (a single unit of execution) as a top-level concept. Multiple tasks arranged in a data
+producer-consumer order creates a workflow.
 
-`Workflows` and `Tasks` can be written in any language, with out of the box support for [Python](https://github.com/flyteorg/flytekit), [Java and Scala](https://github.com/spotify/flytekit-java).
+`Workflows` and `Tasks` can be written in any language, with out-of-the-box support for [Python](https://github.com/flyteorg/flytekit), [Java and Scala](https://github.com/spotify/flytekit-java).
 
 
 ## ⏳ Five Reasons to Use Flyte
@@ -120,7 +120,7 @@ To dig deeper into Flyte, refer to the [Documentation](https://docs.flyte.org/en
 </html>
 
 - Used at _Scale_ in production by **500+** users at Lyft with more than **1 million** executions and **40+ million** container executions per month
-- A data aware platform
+- A data-aware platform
 - Enables **collaboration across your organization** by:
   - Executing distributed data pipelines/workflows
   - Reusing tasks across projects, users, and workflows
@@ -130,9 +130,9 @@ To dig deeper into Flyte, refer to the [Documentation](https://docs.flyte.org/en
   - Sharing workflows and tasks across your teams
   - Simplifying the complexity of multi-step, multi-owner workflows
 - **[Quick registration](https://docs.flyte.org/en/latest/getting_started.html)** -- start locally and scale to the cloud instantly
-- **Centralized Inventory** constituting Tasks, Workflows and Executions
+- **Centralized Inventory** constituting Tasks, Workflows, and Executions
 - **gRPC / REST** interface to define and execute tasks and workflows
-- **Type safe** construction of pipelines -- each task has an interface which is characterized by its input and output, so illegal construction of pipelines fails during declaration rather than at runtime
+- **Type safe** construction of pipelines -- each task has an interface that is characterized by its input and output, so illegal construction of pipelines fails during declaration rather than at runtime
 - Supports multiple **[data types](https://docs.flyte.org/projects/cookbook/en/latest/auto/type_system/index.html)** for machine learning and data processing pipelines, such as Blobs (images, arbitrary files), Directories, Schema (columnar structured data), collections, maps, etc.
 - Memoization and Lineage tracking
 - Provides logging and observability
@@ -141,17 +141,17 @@ To dig deeper into Flyte, refer to the [Documentation](https://docs.flyte.org/en
   - Parallel step execution
   - Extensible backend to add **[customized plugin](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/extend_flyte/custom_task_plugin.html)** experience (with simplified user experience)
   - **[Branching](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/control_flow/run_conditions.html)**
-  - Inline **[subworkflows](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/control_flow/subworkflows.html)** (a workflow can be embeded within one node of the top level workflow)
+ - Inline **[subworkflows](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/control_flow/subworkflows.html)** (a workflow can be embedded within one node of the top-level workflow)
   - Distributed **remote child workflows** (a remote workflow can be triggered and statically verified at compile time)
   - **[Array Tasks](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/control_flow/map_task.html)** (map a function over a large dataset -- ensures controlled execution of thousands of containers)
   - **[Dynamic workflow](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/control_flow/dynamics.html)** creation and execution with runtime type safety
-  - Container side [plugins](https://docs.flyte.org/projects/cookbook/en/latest/plugins.html) with first class support in Python
+  - Container side [plugins](https://docs.flyte.org/projects/cookbook/en/latest/plugins.html) with first-class support in Python
   - _PreAlpha_: Arbitrary flytekit-less containers supported ([RawContainer](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/containerization/raw_container.html))
 - Guaranteed **[reproducibility](https://docs.flyte.org/projects/cookbook/en/latest/auto/core/flyte_basics/task_cache.html)** of pipelines via:
-  - Versioned data, code and models
+  - Versioned data, code, and models
   - Automatically tracked executions
   - Declarative pipelines
-- **Multi cloud support** (AWS, GCP and others)
+- **Multi-cloud support** (AWS, GCP, and others)
 - Extensible core, modularized, and deep observability
 - No single point of failure and is resilient by design
 - Automated notifications to Slack, Email, and Pagerduty
@@ -236,8 +236,8 @@ Here are some resources to help you learn more about Flyte.
 
 ### Biweekly Community Sync
 
-- 📣 **Flyte OSS Community Sync** Every other Tuesday, 9am-10am PDT. Checkout the [calendar](https://www.addevent.com/calendar/kE355955) and register to stay up-to-date with our meeting times. Or simply join us on [Zoom](https://us04web.zoom.us/j/71298741279?pwd=TDR1RUppQmxGaDRFdzBOa2lHN1dsZz09).
-- Upcoming meeting agenda, previous meeting notes and a backlog of topics are captured in this [document](https://docs.google.com/document/d/1Jb6eOPOzvTaHjtPEVy7OR2O5qK1MhEs3vv56DX2dacM/edit#heading=h.c5ha25xc546e).
+- 📣 **Flyte OSS Community Sync** Every other Tuesday, 9am-10am PDT. Check out the [calendar](https://www.addevent.com/calendar/kE355955) and register to stay up-to-date with our meeting times. Or simply join us on [Zoom](https://us04web.zoom.us/j/71298741279?pwd=TDR1RUppQmxGaDRFdzBOa2lHN1dsZz09).
+- Upcoming meeting agenda, previous meeting notes, and a backlog of topics are captured in this [document](https://docs.google.com/document/d/1Jb6eOPOzvTaHjtPEVy7OR2O5qK1MhEs3vv56DX2dacM/edit#heading=h.c5ha25xc546e).
 - If you'd like to revisit any previous community sync meetings, you can access the video recordings on [Flyte's YouTube channel](https://www.youtube.com/channel/UCNduEoLOToNo3nFVly-vUTQ).
 
 ### Conference Talks