How to get image and term data populated in a REST JSON response?

I am requesting an article node using Accept: application/json or application/hal+json that has an image and a taxonomy term. The response contains the reference to the term. But there is no reference to the image. The image shows for an anonymous user when view the node. But really, I don't want the reference anyway. I want to get all relevant data to render the image as setup in the Article display settings. I also want the taxonomy term's name(s) and links. I have been search for most of the day now and I can't find how to do it. Is this possible. In version 7 I had done this by an *_alter. Hoping it is easier to get a 'headless' drupal in v8.

I was writing a post on how to use Drupal 8 and AngularJS here: http://www.koberg.com/2014/06/08/headless-drupal-8-and-angularjs-theme-s... but got stuck (scroll to the bottom) at image and term data.

If it is helpful, here is the result of the node request using HAL JSON:

{
  "_links": {
    "self": {
      "href": "http://d8server.local/node/1"
    },
    "type": {
      "href": "http://d8server.local/rest/type/node/article"
    },
    "http://d8server.local/rest/relation/node/article/uid": [
      {
        "href": "http://d8server.local/user/1",
        "lang": "en"
      }
    ],
    "http://d8server.local/rest/relation/node/article/revision_uid": [
      {
        "href": "http://d8server.local/user/1"
      }
    ],
    "http://d8server.local/rest/relation/node/article/field_image": [
      {
        "href": ""
      }
    ],
    "http://d8server.local/rest/relation/node/article/field_tags": [
      {
        "href": "http://d8server.local/taxonomy/term/1"
      }
    ]
  },
  "uuid": [
    {
      "value": "60280c3f-ad19-47a0-9100-0f2dfedfbbbb"
    }
  ],
  "type": [
    {
      "target_id": "article"
    }
  ],
  "langcode": [
    {
      "value": "en"
    }
  ],
  "title": [
    {
      "value": "My First Article",
      "lang": "en"
    }
  ],
  "_embedded": {
    "http://d8server.local/rest/relation/node/article/uid": [
      {
        "_links": {
          "self": {
            "href": "http://d8server.local/user/1"
          },
          "type": {
            "href": "http://d8server.local/rest/type/user/user"
          }
        },
        "uuid": [
          {
            "value": "3d540546-8b33-489d-bc08-8d9028724da8"
          }
        ],
        "lang": "en"
      }
    ],
    "http://d8server.local/rest/relation/node/article/revision_uid": [
      {
        "_links": {
          "self": {
            "href": "http://d8server.local/user/1"
          },
          "type": {
            "href": "http://d8server.local/rest/type/user/user"
          }
        },
        "uuid": [
          {
            "value": "3d540546-8b33-489d-bc08-8d9028724da8"
          }
        ]
      }
    ],
    "http://d8server.local/rest/relation/node/article/field_image": [
      {
        "_links": {
          "self": {
            "href": ""
          },
          "type": {
            "href": "http://d8server.local/rest/type/file/file"
          }
        },
        "uuid": [
          {
            "value": "3d1714b5-9c8e-4378-935c-92318f73ddd5"
          }
        ],
        "uri": [
          {
            "value": "http://d8server.local/"
          }
        ]
      }
    ],
    "http://d8server.local/rest/relation/node/article/field_tags": [
      {
        "_links": {
          "self": {
            "href": "http://d8server.local/taxonomy/term/1"
          },
          "type": {
            "href": "http://d8server.local/rest/type/taxonomy_term/tags"
          }
        },
        "uuid": [
          {
            "value": "24ab1dd3-49e7-4a48-9728-40ca03926369"
          }
        ]
      }
    ]
  },
  "status": [
    {
      "value": "1",
      "lang": "en"
    }
  ],
  "created": [
    {
      "value": "1402097817",
      "lang": "en"
    }
  ],
  "changed": [
    {
      "value": "1402099660",
      "lang": "en"
    }
  ],
  "promote": [
    {
      "value": "1",
      "lang": "en"
    }
  ],
  "sticky": [
    {
      "value": "0",
      "lang": "en"
    }
  ],
  "revision_timestamp": [
    {
      "value": "1402097817"
    }
  ],
  "log": [
    {
      "value": "",
      "lang": "en"
    }
  ],
  "body": [
    {
      "value": "<p>What do we want?</p>\r\n\r\n<blockquote>\r\n<p><span>Let me try to explain to you, what to my taste is characteristic for all intelligent thinking. It is, that one is willing to study in depth an aspect of one&#39;s subject matter in isolation for the sake of its own consistency, all the time knowing that one is occupying oneself only with one of the aspects. We know that a program must be correct and we can study it from that viewpoint only; we also know that it should be efficient and we can study its efficiency on another day, so to speak. In another mood we may ask ourselves whether, and if so: why, the program is desirable. But nothing is gained&nbsp;&mdash;on the contrary!&mdash; by tackling these various aspects simultaneously. It is what I sometimes have called </span><strong>&quot;the separation of concerns&quot;</strong><span>, which, even if not perfectly possible, is yet the only available technique for effective ordering of one&#39;s thoughts, that I know of. This is what I mean by &quot;focusing one&#39;s attention upon some aspect&quot;: it does not mean ignoring the other aspects, it is just doing justice to the fact that from this aspect&#39;s point of view, the other is irrelevant. It is being one- and multiple-track minded simultaneously.</span> - Edsger W. Dijkstra</p>\r\n</blockquote>\r\n",
      "format": "basic_html",
      "summary": ""
    }
  ],
  "comment": [
    {
      "status": "2",
      "cid": "0",
      "last_comment_timestamp": "1402097986",
      "last_comment_name": null,
      "last_comment_uid": "1",
      "comment_count": "0"
    }
  ]
}