Updating roadmap + hero image (#1950)

* Update hero image

Signed-off-by: Danny Chiao <danny@tecton.ai>

* Fix roadmap extra line

Signed-off-by: Danny Chiao <danny@tecton.ai>

Author: adchia

README.md

@@ -22,7 +22,7 @@ Feast is an open source feature store for machine learning. Feast is the fastest
 Please see our [documentation](https://docs.feast.dev/) for more information about the project.
 
 ## 📐 Architecture
-<img src="https://i.imgur.com/IYUMF3Q.png" width="700">
+<img src="https://i.imgur.com/DphraPo.png" width="750">
 
 The above architecture is the minimal Feast deployment. Want to run the full Feast on GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-gcp-aws).
 
@@ -129,77 +129,86 @@ pprint(feature_vector)
 
 The list below contains the functionality that contributors are planning to develop for Feast
 
-* Items below that are in development \(or planned for development\) will be indicated in parentheses. 
+* Items below that are in development (or planned for development) will be indicated in parentheses. 
 * We welcome contribution to all items in the roadmap!
-* Want to influence our roadmap and prioritization? Submit your feedback to [this form](https://docs.google.com/forms/d/e/1FAIpQLSfa1nRQ0sKz-JEFnMMCi4Jseag_yDssO_3nV9qMfxfrkil-wA/viewform).
+* Want to influence our roadmap and prioritization? Submit your feedback to [this form](https://docs.google.com/forms/d/e/1FAIpQLSfa1nRQ0sKz-JEFnMMCi4Jseag_yDssO\_3nV9qMfxfrkil-wA/viewform).
 * Want to speak to a Feast contributor? We are more than happy to jump on a call. Please schedule a time using [Calendly](https://calendly.com/d/x2ry-g5bb/meet-with-feast-team).
 
 
 
-* **Data Sources**
-  * [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
-  * [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
-  * [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
-  * [ ] Kafka source \(Planned for Q4 2021\)
-  * [ ] HTTP source
-  * [ ] Snowflake source
-  * [ ] Synapse source 
+*   **Data Sources**
+    * [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
+    * [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
+    * [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
+    * [ ] Kafka source (Planned for Q4 2021)
+    * [ ] Synapse source (Planned for Q4 2021)
+    * [ ] Snowflake source (Planned for Q4 2021)
+    * [ ] HTTP source
+
+
 * **Offline Stores**
   * [x] [Redshift](https://docs.feast.dev/reference/offline-stores/redshift)
   * [x] [BigQuery](https://docs.feast.dev/reference/offline-stores/bigquery)
   * [x] [In-memory / Pandas](https://docs.feast.dev/reference/offline-stores/file)
   * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/adding-a-new-offline-store)
-  * [x] [Hive \(community maintained\)](https://github.com/baineng/feast-hive)
-  * [ ] Snowflake 
-  * [ ] Synapse 
+  * [x] [Hive (community maintained)](https://github.com/baineng/feast-hive)
+  * [x] [Postgres (community maintained)](https://github.com/nossrannug/feast-postgres)
+  * [ ] Snowflake (Planned for Q4 2021)
+  * [ ] Synapse (Planned for Q4 2021)\
+
 * **Online Stores**
   * [x] [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb)
   * [x] [Redis](https://docs.feast.dev/reference/online-stores/redis)
   * [x] [Datastore](https://docs.feast.dev/reference/online-stores/datastore)
   * [x] [SQLite](https://docs.feast.dev/reference/online-stores/sqlite)
   * [x] [Custom online store support](https://docs.feast.dev/how-to-guides/adding-support-for-a-new-online-store)
-  * [ ] Postgres
+  * [x] [Postgres (community maintained)](https://github.com/nossrannug/feast-postgres)
   * [ ] Bigtable
-  * [ ] Cassandra 
+  * [ ] Cassandra\
+
 * **Streaming**
-  * [ ] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
-  * [ ] Streaming ingestion on AWS \(Planned for Q4 2021\)
-  * [ ] Streaming ingestion on GCP 
+  * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
+  * [ ] Streaming ingestion on AWS (Planned for Q4 2021)
+  * [ ] Streaming ingestion on GCP\
+
 * **Feature Engineering**
-  * [ ] On-demand Transformations \(Development in progress. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#)\)
-  * [ ] Batch transformation \(SQL\)
-  * [ ] Streaming transformation 
+  * [x] On-demand Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#))
+  * [ ] Batch transformation (SQL)
+  * [ ] Streaming transformation\
+
 * **Deployments**
-  * [ ] AWS Lambda \(Development in progress. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit)\)
+  * [x] AWS Lambda (Alpha release. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit))
   * [ ] Cloud Run
   * [ ] Kubernetes
-  * [ ] KNative 
+  * [ ] KNative\
+
 * **Feature Serving**
   * [x] Python Client
-  * [ ] REST Feature Server \(Python\) \(Development in progress. See [RFC](https://docs.google.com/document/d/1iXvFhAsJ5jgAhPOpTdB3j-Wj1S9x3Ev_Wr6ZpnLzER4/edit)\)   
-  * [ ] gRPC Feature Server \(Java\) \(See [\#1497](https://github.com/feast-dev/feast/issues/1497)\)
+  * [x] REST Feature Server (Python) (Alpha release. See [RFC](https://docs.google.com/document/d/1iXvFhAsJ5jgAhPOpTdB3j-Wj1S9x3Ev_Wr6ZpnLzER4/edit))   
+  * [x] gRPC Feature Server (Java) (See [#1497](https://github.com/feast-dev/feast/issues/1497))
   * [ ] Java Client
   * [ ] Go Client    
   * [ ] Push API
   * [ ] Delete API
-  * [ ] Feature Logging \(for training\) 
+  * [ ] Feature Logging (for training)\
+
 * **Data Quality Management**
-  * [ ] Data profiling and validation \(Great Expectations\) \(Planned for Q4 2021\)
+  * [ ] Data profiling and validation (Great Expectations) (Planned for Q4 2021)
   * [ ] Metric production
   * [ ] Training-serving skew detection
   * [ ] Drift detection
-  * [ ] Alerting 
+  * [ ] Alerting\
+
 * **Feature Discovery and Governance**
   * [x] Python SDK for browsing feature registry
   * [x] CLI for browsing feature registry
-  * [x] Model-centric feature tracking \(feature services\)
+  * [x] Model-centric feature tracking (feature services)
   * [ ] REST API for browsing feature registry
-  * [ ] Feast Web UI \(Planned for Q4 2021\)
+  * [ ] Feast Web UI (Planned for Q4 2021)
   * [ ] Feature versioning
   * [ ] Amundsen integration
 
 
-
 ## 🎓 Important Resources
 
 Please refer to the official documentation at [Documentation](https://docs.feast.dev/)

docs/roadmap.md

@@ -12,7 +12,6 @@ The list below contains the functionality that contributors are planning to deve
 
 
 *   **Data Sources**
-
     * [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
     * [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
     * [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)

infra/templates/README.md.jinja2

@@ -20,7 +20,7 @@ Feast is an open source feature store for machine learning. Feast is the fastest
 Please see our [documentation](https://docs.feast.dev/) for more information about the project.
 
 ## 📐 Architecture
-<img src="https://i.imgur.com/IYUMF3Q.png" width="700">
+<img src="https://i.imgur.com/DphraPo.png" width="750">
 
 The above architecture is the minimal Feast deployment. Want to run the full Feast on GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-gcp-aws).