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15 changes: 7 additions & 8 deletions README.md
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Expand Up @@ -27,7 +27,7 @@ iOS), web, desktop, edge devices, and IoT, effortlessly.

## Get started

You can get started with MediaPipe Solutions by by checking out any of the
You can get started with MediaPipe Solutions by checking out any of the
developer guides for
[vision](https://developers.google.com/mediapipe/solutions/vision/object_detector),
[text](https://developers.google.com/mediapipe/solutions/text/text_classifier),
Expand Down Expand Up @@ -88,12 +88,11 @@ low-level component used to build efficient on-device machine learning
pipelines, similar to the premade MediaPipe Solutions.

Before using MediaPipe Framework, familiarize yourself with the following key
[Framework
concepts](https://developers.google.com/mediapipe/framework/framework_concepts/overview.md):
[Framework concepts](https://developers.google.com/mediapipe/framework/framework_concepts/overview):

* [Packets](https://developers.google.com/mediapipe/framework/framework_concepts/packets.md)
* [Graphs](https://developers.google.com/mediapipe/framework/framework_concepts/graphs.md)
* [Calculators](https://developers.google.com/mediapipe/framework/framework_concepts/calculators.md)
* [Packets](https://developers.google.com/mediapipe/framework/framework_concepts/packets)
* [Graphs](https://developers.google.com/mediapipe/framework/framework_concepts/graphs)
* [Calculators](https://developers.google.com/mediapipe/framework/framework_concepts/calculators)

## Community

Expand All @@ -110,8 +109,8 @@ concepts](https://developers.google.com/mediapipe/framework/framework_concepts/o
We welcome contributions. Please follow these
[guidelines](https://github.com/google/mediapipe/blob/master/CONTRIBUTING.md).

We use GitHub issues for tracking requests and bugs. Please post questions to
the MediaPipe Stack Overflow with a `mediapipe` tag.
We use GitHub issues for tracking requests and bugs. Please post questions on
Stack Overflow with the [`mediapipe` tag](https://stackoverflow.com/questions/tagged/mediapipe).

## Resources

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2 changes: 1 addition & 1 deletion docs/framework_concepts/calculators.md
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Expand Up @@ -31,7 +31,7 @@ packets and produces zero or more output streams and/or side packets.
A calculator is created by defining a new sub-class of the
[`CalculatorBase`](https://github.com/google-ai-edge/mediapipe/tree/master/mediapipe/framework/calculator_base.cc)
class, implementing a number of methods, and registering the new sub-class with
Mediapipe. At a minimum, a new calculator must implement the below four methods
MediaPipe. At a minimum, a new calculator must implement the below four methods

* `GetContract()`
* Calculator authors can specify the expected types of inputs and outputs
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5 changes: 2 additions & 3 deletions docs/getting_started/install.md
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Expand Up @@ -26,7 +26,7 @@ future.
Note: If you plan to use TensorFlow calculators and example apps, there is a
known issue with gcc and g++ version 6.3 and 7.3. Please use other versions.

Note: To make Mediapipe work with TensorFlow, please set Python 3.7 as the
Note: To make MediaPipe work with TensorFlow, please set Python 3.7 as the
default Python version and install the Python "six" library by running `pip3
install --user six`.

Expand All @@ -35,7 +35,7 @@ install --user six`.
1. Install Bazelisk.

Follow the official
[Bazel documentation](https://docs.bazel.build/versions/master/install-bazelisk.html)
[Bazel documentation](https://docs.bazel.build/versions/main/install-bazelisk.html)
to install Bazelisk.

2. Checkout MediaPipe repository.
Expand All @@ -61,7 +61,6 @@ install --user six`.
Ubuntu 16.04 LTS | 2.4
Ubuntu 18.04 LTS | 3.2
Ubuntu 20.04 LTS | 4.2
Ubuntu 20.04 LTS | 4.2
Ubuntu 21.04 | 4.5

```bash
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5 changes: 2 additions & 3 deletions docs/getting_started/ios.md
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Expand Up @@ -23,7 +23,7 @@ as the primary developer documentation site for MediaPipe as of April 3, 2023.*

Please follow instructions below to build iOS example apps in the supported
MediaPipe [solutions](../solutions/solutions.md). To learn more about these
example apps, start from, start from
example apps, start from
[Hello World! on iOS](./hello_world_ios.md).

## Building iOS example apps
Expand All @@ -39,8 +39,7 @@ example apps, start from, start from
xcode-select --install
```

3. Install [Bazelisk](https://github.com/bazelbuild/bazelisk)
.
3. Install [Bazelisk](https://github.com/bazelbuild/bazelisk).

We recommend using [Homebrew](https://brew.sh/) to get the latest versions.

Expand Down